From f1c351c25f998c05a6e9b164830a47d3c5bddfee Mon Sep 17 00:00:00 2001 From: shreyshet Date: Sun, 25 Jan 2026 19:46:59 -0500 Subject: [PATCH 01/13] Robust least squares implementation --- .../robust_least_squares_detector.py | 233 ++++++++++++++++++ .../point_cloud_robustLS_rectangle_fitting.py | 85 +++++++ 2 files changed, 318 insertions(+) create mode 100644 src/components/detection/l_shape_fitting/robust_least_squares_detector.py create mode 100644 src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.py diff --git a/src/components/detection/l_shape_fitting/robust_least_squares_detector.py b/src/components/detection/l_shape_fitting/robust_least_squares_detector.py new file mode 100644 index 00000000..654f78e9 --- /dev/null +++ b/src/components/detection/l_shape_fitting/robust_least_squares_detector.py @@ -0,0 +1,233 @@ +""" +l_shape_fitting_detector.py + +Author: Shisato Yano +""" + +import sys +import copy +import itertools +import numpy as np +from collections import deque +from pathlib import Path +from math import sin, cos +from scipy.optimize import least_squares +from math import sin, cos, atan2 + +abs_dir_path = str(Path(__file__).absolute().parent) +sys.path.append(abs_dir_path + "/../../search/kd_tree") + +from l_shape_fitting_detector import LShapeFittingDetector +from kd_tree import KdTree +from rectangle import Rectangle + + +class RobustRectangleFittingDetector(LShapeFittingDetector): + def __init__(self, min_rng_th_m=3.0, rng_th_rate=0.1, f_scale=1.0): + super().__init__(min_rng_th_m, rng_th_rate) + self.f_scale = f_scale # Outlier threshold (m) for robust loss + # Temporal storage: {object_id: [cx, cy, theta, w, l]} + self.prev_rects = {} + self.history = [] # [time, pred_w, pred_l, true_w, true_l] + self.time_count = 0.0 + self.dt = 0.1 # Simulation step + + def _get_initial_guess(self, points_array): + cx, cy = np.mean(points_array, axis=1) + + # Search for a nearby rectangle from the previous frame + best_id = None + min_dist = 3.0 # 2-meter tracking threshold + + for rect_id, params in self.prev_rects.items(): + dist = np.hypot(cx - params[0], cy - params[1]) + if dist < min_dist: + min_dist = dist + best_id = rect_id + + # If found, use previous params as the warm start + if best_id is not None: + return self.prev_rects[best_id] + + # Enhanced PCA Initializer + # 2. PCA for Orientation + cov = np.cov(points_array) + evals, evecs = np.linalg.eig(cov) + sort_indices = np.argsort(evals)[::-1] + primary_vec = evecs[:, sort_indices[0]] + theta_init = atan2(primary_vec[1], primary_vec[0]) + + # 3. Transform to Local Frame to find TRUE extents + cos_t, sin_t = cos(theta_init), sin(theta_init) + # Calculate local coordinates relative to a temporary origin (the mean) + mx, my = np.mean(points_array, axis=1) + dx_raw = cos_t * (points_array[0,:] - mx) + sin_t * (points_array[1,:] - my) + dy_raw = -sin_t * (points_array[0,:] - mx) + cos_t * (points_array[1,:] - my) + + # 4. Calculate dimensions + w_init = (np.max(dx_raw) - np.min(dx_raw)) + 0.1 + l_init = (np.max(dy_raw) - np.min(dy_raw)) + 0.1 + + # 5. Calculate NEW center based on the midpoint of extents + # This is more robust for "long big rectangles" than the mean + cx_local = (np.max(dx_raw) + np.min(dx_raw)) / 2.0 + cy_local = (np.max(dy_raw) + np.min(dy_raw)) / 2.0 + + # Rotate local center back to global frame + cx = mx + (cx_local * cos_t - cy_local * sin_t) + cy = my + (cx_local * sin_t + cy_local * cos_t) + + return [cx, cy, theta_init, w_init, l_init] + + def _calculate_residuals(self, params, points, prev_params=None): + """ + Calculates distance to closest rectangle edge. + """ + cx, cy, theta, w, l = params + cos_t, sin_t = np.cos(theta), np.sin(theta) + + dx = cos_t * (points[0,:] - cx) + sin_t * (points[1,:] - cy) + dy = -sin_t * (points[0,:] - cx) + cos_t * (points[1,:] - cy) + + # 1. Edge distances (Core Data) + res_x = np.abs(np.abs(dx) - w/2.0) + res_y = np.abs(np.abs(dy) - l/2.0) + base_res = np.minimum(res_x, res_y) + + # 2. Constraints (Using np.maximum to avoid the ValueError) + span_w = np.max(dx) - np.min(dx) + span_l = np.max(dy) - np.min(dy) + + # Penalty if box is much BIGGER than points (Stops 18m explosion) + tightness_penalty = np.maximum(0, np.array([w - (span_w + 0.5), l - (span_l + 0.5)])) * 2.0 + + # Penalty if box is much SMALLER than 0.8m (Stops the 0.2m collapse) + min_size_penalty = np.maximum(0, np.array([0.8 - w, 0.8 - l])) * 5.0 + + # 3. Momentum + momentum = [] + if prev_params is not None: + # prev_params is likely a list or array [cx, cy, theta, w, l] + momentum = [(w - prev_params[3]) * 0.3, (l - prev_params[4]) * 0.3] + + return np.concatenate([base_res, tightness_penalty, min_size_penalty, momentum]) + + def _create_rectangle_obj(self, cx, cy, theta, w, l): + """ + Helper to map [cx, cy, theta, w, l] back to Yano's Rectangle(a, b, c). + """ + cos_t, sin_t = cos(theta), sin(theta) + c1_mid = cx * cos_t + cy * sin_t + c2_mid = -cx * sin_t + cy * cos_t + + c_params = [c1_mid - w/2.0, c2_mid - l/2.0, + c1_mid + w/2.0, c2_mid + l/2.0] + + return Rectangle(a=[cos_t, -sin_t, cos_t, -sin_t], + b=[sin_t, cos_t, sin_t, cos_t], + c=c_params) + + def _optimize_rectangle(self, points_array, prev_params=None): + # 1. Get the initial guess from PCA + initial_params = self._get_initial_guess(points_array) + + # If we have previous params, use them as the warm start (initial guess) + if prev_params is not None: + initial_params = prev_params + # We still update the center to the current mean to keep up with motion + initial_params[0], initial_params[1] = np.mean(points_array, axis=1) + # 2. Define bounds (as you have them) + # [cx, cy, theta, w, l] + lower_bounds = [-np.inf, -np.inf, -np.pi, 0.2, 0.2] + upper_bounds = [np.inf, np.inf, np.pi, 40.0, 40.0] + + # 3. SAFETY: Clip the initial guess to be strictly within bounds + # This prevents the "x0 is infeasible" error + for i in range(len(initial_params)): + # We use a small epsilon offset to ensure it's not exactly on the edge + eps = 1e-3 + initial_params[i] = np.clip(initial_params[i], + lower_bounds[i] + eps, + upper_bounds[i] - eps) + + # 4. Handle Angle Wrapping specifically + # Ensure theta is in [-pi, pi] + #initial_params[2] = atan2(sin(initial_params[2]), cos(initial_params[2])) + + # 5. Run the optimizer + res = least_squares( + self._calculate_residuals, + initial_params, + args=(points_array,prev_params), + loss='soft_l1', + f_scale= .5, + bounds=(lower_bounds, upper_bounds), + method='trf' + ) + return res.x + + def _search_rectangles(self, clusters_list): + new_rects_params = {} + rectangles_list = [] + + print(f"\n--- Frame Debug: {len(clusters_list)} clusters found by LiDAR ---") + + for i, cluster in enumerate(clusters_list): + # 1. Check Point Count + if len(cluster) < 5: + print(f" Cluster {i}: Dropped (Too sparse: {len(cluster)} points)") + continue + + array_list = [point.get_point_array() for point in list(cluster)] + points = np.concatenate(array_list, 1) + + # 2. Check Data Association + prev_params = self._get_matching_prev_params(points) + if prev_params: + print(f" Cluster {i}: Matched to previous Object (Center: {prev_params[0]:.1f}, {prev_params[1]:.1f})") + else: + print(f" Cluster {i}: No match, starting fresh (PCA)") + + try: + # 3. Check Optimization + opt_params = self._optimize_rectangle(points, prev_params) + + # Check for "Exploding" dimensions + if opt_params[3] > 15.0 or opt_params[4] > 15.0: + print(f" Cluster {i}: WARNING! Dimensions exploded (w={opt_params[3]:.1f}, l={opt_params[4]:.1f})") + + new_rects_params[i] = opt_params + rectangles_list.append(self._create_rectangle_obj(*opt_params)) + print(f" Cluster {i}: SUCCESS (w={opt_params[3]:.2f}, l={opt_params[4]:.2f})") + + except Exception as e: + # This catches the "x0 is infeasible" and other math errors + print(f" Cluster {i}: FAILED Optimization: {str(e)}") + + self.prev_rects = new_rects_params + self.latest_rectangles_list = rectangles_list + + def _get_matching_prev_params(self, current_points): + """ + Finds the parameters from the previous frame that + belong to the current cluster based on center distance. + """ + if not self.prev_rects: + return None + + # Calculate current cluster center (rough estimate) + cx_curr, cy_curr = np.mean(current_points, axis=1) + + best_match_params = None + min_dist = 2.5 # Threshold in meters (adjustable based on vehicle speed) + + for rect_id, params in self.prev_rects.items(): + # params: [cx, cy, theta, w, l] + prev_cx, prev_cy = params[0], params[1] + dist = np.hypot(cx_curr - prev_cx, cy_curr - prev_cy) + + if dist < min_dist: + min_dist = dist + best_match_params = params + + return best_match_params \ No newline at end of file diff --git a/src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.py b/src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.py new file mode 100644 index 00000000..9b2e3e4e --- /dev/null +++ b/src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.py @@ -0,0 +1,85 @@ +""" +point_cloud_rectangle_fitting.py + +Author: Shisato Yano +""" + +# import path setting +import numpy as np +import sys +from pathlib import Path +import matplotlib.pyplot as plt + +abs_dir_path = str(Path(__file__).absolute().parent) +relative_path = "/../../../components/" + +sys.path.append(abs_dir_path + relative_path + "visualization") +sys.path.append(abs_dir_path + relative_path + "state") +sys.path.append(abs_dir_path + relative_path + "vehicle") +sys.path.append(abs_dir_path + relative_path + "obstacle") +sys.path.append(abs_dir_path + relative_path + "sensors") +sys.path.append(abs_dir_path + relative_path + "sensors/lidar") +sys.path.append(abs_dir_path + relative_path + "detection/l_shape_fitting") + + +# import component modules + +from global_xy_visualizer import GlobalXYVisualizer +from min_max import MinMax +from time_parameters import TimeParameters +from vehicle_specification import VehicleSpecification +from state import State +from four_wheels_vehicle import FourWheelsVehicle +from obstacle import Obstacle +from obstacle_list import ObstacleList +from sensors import Sensors +from sensor_parameters import SensorParameters +from omni_directional_lidar import OmniDirectionalLidar +from l_shape_fitting_detector import LShapeFittingDetector +from robust_least_squares_detector import RobustRectangleFittingDetector + +# flag to show plot figure +# when executed as unit test, this flag is set as false +show_plot = True + + +def main(): + """ + Main process function + """ + + # set simulation parameters + x_lim, y_lim = MinMax(-30, 30), MinMax(-30, 30) + vis = GlobalXYVisualizer(x_lim, y_lim, TimeParameters(span_sec=15)) + + # create obstacle instances + obst_list = ObstacleList() + obst1 = Obstacle(State(x_m=-5.0, y_m=15.0, speed_mps=1.0), yaw_rate_rps=np.deg2rad(10), width_m=1.0) + obst_list.add_obstacle(obst1) + obst2 = Obstacle(State(x_m=-15.0, y_m=-15.0), length_m=10.0, width_m=5.0) + obst_list.add_obstacle(obst2) + obst3 = Obstacle(State(x_m=20.0), yaw_rate_rps=np.deg2rad(15)) + obst_list.add_obstacle(obst3) + obst4 = Obstacle(State(x_m=-20.0, y_m=0.0), width_m=1.0) + obst_list.add_obstacle(obst4) + vis.add_object(obst_list) + + # create vehicle instance + spec = VehicleSpecification(area_size=30.0) # spec instance + lidar = OmniDirectionalLidar(obst_list, SensorParameters(lon_m=spec.wheel_base_m/2)) # lidar instance + detector = RobustRectangleFittingDetector() # detector instance # LShapeFittingDetector()# + vehicle = FourWheelsVehicle(State(color=spec.color), spec, sensors=Sensors(lidar=lidar), detector=detector) # set state, spec, lidar, detector as arguments + vis.add_object(vehicle) + + # plot figure is not shown when executed as unit test + if not show_plot: vis.not_show_plot() + + + + # ... Execute simulation ... + vis.draw() + + +# execute main process +if __name__ == "__main__": + main() From 7be92d539bbb6822dbdd83b1e441b09ddb5425a9 Mon Sep 17 00:00:00 2001 From: shreyshet Date: Mon, 26 Jan 2026 23:31:22 -0500 Subject: [PATCH 02/13] geometric with optimization workes --- .../robust_least_squares_detector.py | 328 +++++++----------- .../l_shape_fitting/robust_ls_5dproblem | 250 +++++++++++++ .../detection/l_shape_fitting/test.py | 92 +++++ .../point_cloud_robustLS_rectangle_fitting.py | 26 +- 4 files changed, 492 insertions(+), 204 deletions(-) create mode 100644 src/components/detection/l_shape_fitting/robust_ls_5dproblem create mode 100644 src/components/detection/l_shape_fitting/test.py diff --git a/src/components/detection/l_shape_fitting/robust_least_squares_detector.py b/src/components/detection/l_shape_fitting/robust_least_squares_detector.py index 654f78e9..e7c326c4 100644 --- a/src/components/detection/l_shape_fitting/robust_least_squares_detector.py +++ b/src/components/detection/l_shape_fitting/robust_least_squares_detector.py @@ -10,7 +10,7 @@ import numpy as np from collections import deque from pathlib import Path -from math import sin, cos +from math import pi, sin, cos from scipy.optimize import least_squares from math import sin, cos, atan2 @@ -20,214 +20,156 @@ from l_shape_fitting_detector import LShapeFittingDetector from kd_tree import KdTree from rectangle import Rectangle - +import numpy as np +from scipy.optimize import least_squares +from math import sin, cos, atan2 -class RobustRectangleFittingDetector(LShapeFittingDetector): - def __init__(self, min_rng_th_m=3.0, rng_th_rate=0.1, f_scale=1.0): - super().__init__(min_rng_th_m, rng_th_rate) - self.f_scale = f_scale # Outlier threshold (m) for robust loss - # Temporal storage: {object_id: [cx, cy, theta, w, l]} - self.prev_rects = {} - self.history = [] # [time, pred_w, pred_l, true_w, true_l] - self.time_count = 0.0 - self.dt = 0.1 # Simulation step - - def _get_initial_guess(self, points_array): - cx, cy = np.mean(points_array, axis=1) - - # Search for a nearby rectangle from the previous frame - best_id = None - min_dist = 3.0 # 2-meter tracking threshold - - for rect_id, params in self.prev_rects.items(): - dist = np.hypot(cx - params[0], cy - params[1]) - if dist < min_dist: - min_dist = dist - best_id = rect_id - - # If found, use previous params as the warm start - if best_id is not None: - return self.prev_rects[best_id] - - # Enhanced PCA Initializer - # 2. PCA for Orientation - cov = np.cov(points_array) - evals, evecs = np.linalg.eig(cov) - sort_indices = np.argsort(evals)[::-1] - primary_vec = evecs[:, sort_indices[0]] - theta_init = atan2(primary_vec[1], primary_vec[0]) - - # 3. Transform to Local Frame to find TRUE extents - cos_t, sin_t = cos(theta_init), sin(theta_init) - # Calculate local coordinates relative to a temporary origin (the mean) - mx, my = np.mean(points_array, axis=1) - dx_raw = cos_t * (points_array[0,:] - mx) + sin_t * (points_array[1,:] - my) - dy_raw = -sin_t * (points_array[0,:] - mx) + cos_t * (points_array[1,:] - my) - - # 4. Calculate dimensions - w_init = (np.max(dx_raw) - np.min(dx_raw)) + 0.1 - l_init = (np.max(dy_raw) - np.min(dy_raw)) + 0.1 - - # 5. Calculate NEW center based on the midpoint of extents - # This is more robust for "long big rectangles" than the mean - cx_local = (np.max(dx_raw) + np.min(dx_raw)) / 2.0 - cy_local = (np.max(dy_raw) + np.min(dy_raw)) / 2.0 - - # Rotate local center back to global frame - cx = mx + (cx_local * cos_t - cy_local * sin_t) - cy = my + (cx_local * sin_t + cy_local * cos_t) - - return [cx, cy, theta_init, w_init, l_init] +class OptimizedLShapeDetector(LShapeFittingDetector): + def __init__(self, min_rng_th_m=3.0, rng_th_rate=0.1, change_angle_deg=1.0): + super().__init__(min_rng_th_m, rng_th_rate, change_angle_deg) + self.f_scale = 0.05 # Tight tolerance for the final polish - def _calculate_residuals(self, params, points, prev_params=None): - """ - Calculates distance to closest rectangle edge. - """ + def _calculate_residuals(self, params, points, weights): + """Standard SDF residuals used for the final polish.""" cx, cy, theta, w, l = params cos_t, sin_t = np.cos(theta), np.sin(theta) + # Transform points to box-local frame dx = cos_t * (points[0,:] - cx) + sin_t * (points[1,:] - cy) dy = -sin_t * (points[0,:] - cx) + cos_t * (points[1,:] - cy) - # 1. Edge distances (Core Data) - res_x = np.abs(np.abs(dx) - w/2.0) - res_y = np.abs(np.abs(dy) - l/2.0) - base_res = np.minimum(res_x, res_y) - - # 2. Constraints (Using np.maximum to avoid the ValueError) - span_w = np.max(dx) - np.min(dx) - span_l = np.max(dy) - np.min(dy) - - # Penalty if box is much BIGGER than points (Stops 18m explosion) - tightness_penalty = np.maximum(0, np.array([w - (span_w + 0.5), l - (span_l + 0.5)])) * 2.0 - - # Penalty if box is much SMALLER than 0.8m (Stops the 0.2m collapse) - min_size_penalty = np.maximum(0, np.array([0.8 - w, 0.8 - l])) * 5.0 - - # 3. Momentum - momentum = [] - if prev_params is not None: - # prev_params is likely a list or array [cx, cy, theta, w, l] - momentum = [(w - prev_params[3]) * 0.3, (l - prev_params[4]) * 0.3] - - return np.concatenate([base_res, tightness_penalty, min_size_penalty, momentum]) - - def _create_rectangle_obj(self, cx, cy, theta, w, l): - """ - Helper to map [cx, cy, theta, w, l] back to Yano's Rectangle(a, b, c). - """ + # Distance to box edges + err_x = np.abs(dx) - (w / 2.0) + err_y = np.abs(dy) - (l / 2.0) + + # Signed Distance Field (SDF) logic + res = np.sqrt(np.maximum(err_x, 0)**2 + np.maximum(err_y, 0)**2) + \ + np.minimum(np.maximum(err_x, err_y), 0) + + return res * np.sqrt(weights) + + def _calculate_rectangle(self, points_array): + # --- STAGE 1: THE ORIGINAL ZHANG SWEEP --- + # This finds the correct global orientation (0 or 90 deg) + min_cost_angle = (-float("inf"), None) + initial_angle_rad = 0.0 + end_angle_rad = np.pi / 2.0 - self.CHANGE_ANGLE_RAD + + for angle_rad in np.arange(initial_angle_rad, end_angle_rad, self.CHANGE_ANGLE_RAD): + rotated_points = self._rotate_points(points_array, angle_rad) + cost = self._calculate_variance_criterion(rotated_points) + if min_cost_angle[0] < cost: + min_cost_angle = (cost, angle_rad) + + # Zhang's result + best_angle = min_cost_angle[1] + pts_at_best = self._rotate_points(points_array, best_angle) + c1, c2 = pts_at_best[0, :], pts_at_best[1, :] + + # Initial box parameters from Zhang sweep + w_init = max(c1) - min(c1) + l_init = max(c2) - min(c2) + cx_init = (max(c1) + min(c1)) / 2.0 + cy_init = (max(c2) + min(c2)) / 2.0 + + # Convert local center back to world coordinates + cos_a, sin_a = cos(best_angle), sin(best_angle) + cx_world = cos_a * cx_init - sin_a * cy_init + cy_world = sin_a * cx_init + cos_a * cy_init + + init_guess = [cx_world, cy_world, best_angle, w_init, l_init] + + # --- STAGE 2: THE OPTIMIZATION POLISH --- + # We constrain the optimizer to only search +/- 5 degrees of the Zhang result. + # This prevents the 15-degree drift or 45-degree diagonal issues. + lower = np.array([-np.inf, -np.inf, best_angle - 0.2, w_init*0.8, l_init*0.8]) + upper = np.array([np.inf, np.inf, best_angle + 0.2, w_init*1.2, l_init*1.2]) + + # Simple uniform weights + weights = np.ones(points_array.shape[1]) + + try: + #print(f"Original params: cx={cx_world:.2f}, cy={cy_world:.2f}, theta={np.degrees(best_angle):.2f} deg, w={w_init:.2f}, l={l_init:.2f}") + res = least_squares( + self._calculate_residuals, init_guess, + args=(points_array, weights), + bounds=(lower, upper), + loss='huber', f_scale=.01 + ) + cx, cy, theta, w, l = res.x + #print(f"Optimization succeeded with cost {res.cost:.4f}") + #print(f"Refined params: cx={cx:.2f}, cy={cy:.2f}, theta={np.degrees(theta):.2f} deg, w={w:.2f}, l={l:.2f}") + except: + # Fallback to Zhang result if optimization fails + cx, cy, theta, w, l = init_guess + + # --- STAGE 3: CREATE FINAL RECTANGLE --- cos_t, sin_t = cos(theta), sin(theta) c1_mid = cx * cos_t + cy * sin_t c2_mid = -cx * sin_t + cy * cos_t - c_params = [c1_mid - w/2.0, c2_mid - l/2.0, - c1_mid + w/2.0, c2_mid + l/2.0] - return Rectangle(a=[cos_t, -sin_t, cos_t, -sin_t], b=[sin_t, cos_t, sin_t, cos_t], - c=c_params) - - def _optimize_rectangle(self, points_array, prev_params=None): - # 1. Get the initial guess from PCA - initial_params = self._get_initial_guess(points_array) - - # If we have previous params, use them as the warm start (initial guess) - if prev_params is not None: - initial_params = prev_params - # We still update the center to the current mean to keep up with motion - initial_params[0], initial_params[1] = np.mean(points_array, axis=1) - # 2. Define bounds (as you have them) - # [cx, cy, theta, w, l] - lower_bounds = [-np.inf, -np.inf, -np.pi, 0.2, 0.2] - upper_bounds = [np.inf, np.inf, np.pi, 40.0, 40.0] - - # 3. SAFETY: Clip the initial guess to be strictly within bounds - # This prevents the "x0 is infeasible" error - for i in range(len(initial_params)): - # We use a small epsilon offset to ensure it's not exactly on the edge - eps = 1e-3 - initial_params[i] = np.clip(initial_params[i], - lower_bounds[i] + eps, - upper_bounds[i] - eps) - - # 4. Handle Angle Wrapping specifically - # Ensure theta is in [-pi, pi] - #initial_params[2] = atan2(sin(initial_params[2]), cos(initial_params[2])) - - # 5. Run the optimizer - res = least_squares( - self._calculate_residuals, - initial_params, - args=(points_array,prev_params), - loss='soft_l1', - f_scale= .5, - bounds=(lower_bounds, upper_bounds), - method='trf' - ) - return res.x - - def _search_rectangles(self, clusters_list): - new_rects_params = {} - rectangles_list = [] - - print(f"\n--- Frame Debug: {len(clusters_list)} clusters found by LiDAR ---") - - for i, cluster in enumerate(clusters_list): - # 1. Check Point Count - if len(cluster) < 5: - print(f" Cluster {i}: Dropped (Too sparse: {len(cluster)} points)") - continue - - array_list = [point.get_point_array() for point in list(cluster)] - points = np.concatenate(array_list, 1) - - # 2. Check Data Association - prev_params = self._get_matching_prev_params(points) - if prev_params: - print(f" Cluster {i}: Matched to previous Object (Center: {prev_params[0]:.1f}, {prev_params[1]:.1f})") - else: - print(f" Cluster {i}: No match, starting fresh (PCA)") - - try: - # 3. Check Optimization - opt_params = self._optimize_rectangle(points, prev_params) - - # Check for "Exploding" dimensions - if opt_params[3] > 15.0 or opt_params[4] > 15.0: - print(f" Cluster {i}: WARNING! Dimensions exploded (w={opt_params[3]:.1f}, l={opt_params[4]:.1f})") - - new_rects_params[i] = opt_params - rectangles_list.append(self._create_rectangle_obj(*opt_params)) - print(f" Cluster {i}: SUCCESS (w={opt_params[3]:.2f}, l={opt_params[4]:.2f})") - - except Exception as e: - # This catches the "x0 is infeasible" and other math errors - print(f" Cluster {i}: FAILED Optimization: {str(e)}") - - self.prev_rects = new_rects_params - self.latest_rectangles_list = rectangles_list + c=[c1_mid - w/2.0, c2_mid - l/2.0, c1_mid + w/2.0, c2_mid + l/2.0]) - def _get_matching_prev_params(self, current_points): + def _apply_temporal_filter(self, current_params, prev_params): """ - Finds the parameters from the previous frame that - belong to the current cluster based on center distance. + Smooths the box movement to stop high-frequency jitter. """ - if not self.prev_rects: - return None - - # Calculate current cluster center (rough estimate) - cx_curr, cy_curr = np.mean(current_points, axis=1) - - best_match_params = None - min_dist = 2.5 # Threshold in meters (adjustable based on vehicle speed) - - for rect_id, params in self.prev_rects.items(): - # params: [cx, cy, theta, w, l] - prev_cx, prev_cy = params[0], params[1] - dist = np.hypot(cx_curr - prev_cx, cy_curr - prev_cy) + # Alpha: 1.0 = No smoothing, 0.1 = Very heavy smoothing + alpha_pos = 0.4 + alpha_rot = 0.2 # Lower alpha for rotation makes the heading more stable + + smoothed = np.zeros(5) + # Smooth Position (cx, cy) and Size (w, l) + for i in [0, 1, 3, 4]: + smoothed[i] = prev_params[i] + alpha_pos * (current_params[i] - prev_params[i]) - if dist < min_dist: - min_dist = dist - best_match_params = params + # Smooth Rotation (theta) with Angle Wrapping + diff = (current_params[2] - prev_params[2] + np.pi) % (2 * np.pi) - np.pi + smoothed[2] = prev_params[2] + alpha_rot * diff - return best_match_params \ No newline at end of file + return smoothed + + +class DualLShapeDetector: + def __init__(self): + # We initialize both the original and the optimized versions + self.geometric_detector = LShapeFittingDetector() + self.optimized_detector = OptimizedLShapeDetector() + self.latest_rectangles_list = [] + + def update(self, point_cloud): + # 1. Update both detectors + self.geometric_detector.update(point_cloud) + self.optimized_detector.update(point_cloud) + + # 2. Combine results for the vehicle state if needed + # We show both in the list so they can both be drawn + self.latest_rectangles_list = (self.geometric_detector.latest_rectangles_list + + self.optimized_detector.latest_rectangles_list) + + def draw(self, axes, elems, x_m, y_m, yaw_rad): + def custom_draw(rect_obj, color_code): + """A temporary replacement for the hard-coded draw logic""" + # Transform contour + transformed_contour = rect_obj.contour.homogeneous_transformation(x_m, y_m, yaw_rad) + rectangle_plot, = axes.plot(transformed_contour.get_x_data(), + transformed_contour.get_y_data(), + color=color_code, ls='-', linewidth=2) + elems.append(rectangle_plot) + + # Transform center + transformed_center = rect_obj.center_xy.homogeneous_transformation(x_m, y_m, yaw_rad) + center_plot, = axes.plot(transformed_center.get_x_data(), + transformed_center.get_y_data(), + marker='.', color=color_code) + elems.append(center_plot) + + # 1. Draw Geometric results in Blue + for rect in self.geometric_detector.latest_rectangles_list: + custom_draw(rect, 'b') + + # 2. Draw Optimized results in Red + for rect in self.optimized_detector.latest_rectangles_list: + custom_draw(rect, 'r') \ No newline at end of file diff --git a/src/components/detection/l_shape_fitting/robust_ls_5dproblem b/src/components/detection/l_shape_fitting/robust_ls_5dproblem new file mode 100644 index 00000000..cbb2001a --- /dev/null +++ b/src/components/detection/l_shape_fitting/robust_ls_5dproblem @@ -0,0 +1,250 @@ +""" +l_shape_fitting_detector.py + +Author: Shisato Yano +""" + +import sys +import copy +import itertools +import numpy as np +from collections import deque +from pathlib import Path +from math import sin, cos +from scipy.optimize import least_squares +from math import sin, cos, atan2 + +abs_dir_path = str(Path(__file__).absolute().parent) +sys.path.append(abs_dir_path + "/../../search/kd_tree") + +from l_shape_fitting_detector import LShapeFittingDetector +from kd_tree import KdTree +from rectangle import Rectangle + +""" +robust_least_squares_detector.py +""" +""" +robust_least_squares_detector.py +""" +class RobustRectangleFittingDetector(LShapeFittingDetector): + def __init__(self, min_rng_th_m=3.0, rng_th_rate=0.1, f_scale=0.1): + super().__init__(min_rng_th_m, rng_th_rate) + self.f_scale = f_scale # Sensitivity for M-estimator + self.prev_rects = {} # Temporal memory: {id: [cx, cy, theta, w, l]} + self.dt = 0.1 + + def calculate_density_weights(self, points): + from scipy.spatial.distance import cdist + dists = cdist(points.T, points.T) + density = np.sum(dists < 1.0, axis=1) + weights = 1.0 / density + return weights / np.mean(weights) + + def _calculate_residuals(self, params, points, weights=None, prev_params=None): + cx, cy, theta, w, l = params + + # 1. Transform points to the Box's Local Frame + cos_t, sin_t = np.cos(theta), np.sin(theta) + dx = cos_t * (points[0,:] - cx) + sin_t * (points[1,:] - cy) + dy = -sin_t * (points[0,:] - cx) + cos_t * (points[1,:] - cy) + + # 2. Face Assignment (Partitioning) + # Determine if a point is closer to a 'Width' edge or a 'Length' edge + # This is based on which distance-to-boundary is smaller + dist_to_w_edge = np.abs(np.abs(dx) - w/2.0) + dist_to_l_edge = np.abs(np.abs(dy) - l/2.0) + + is_width_face = dist_to_w_edge < dist_to_l_edge + is_length_face = ~is_width_face + + # 3. Calculate SDF Residuals + err_x = np.abs(dx) - (w / 2.0) + err_y = np.abs(dy) - (l / 2.0) + ext_dist = np.sqrt(np.maximum(err_x, 0)**2 + np.maximum(err_y, 0)**2) + int_dist = np.minimum(np.maximum(err_x, err_y), 0) + base_res = (ext_dist + int_dist) + + # 4. BALANCED WEIGHTING (The Solution) + # We ensure both faces provide equal total 'pull' on the optimizer + num_w = np.sum(is_width_face) + num_l = np.sum(is_length_face) + + # Avoid division by zero + weight_w = 1.0 / max(1, num_w) + weight_l = 1.0 / max(1, num_l) + + face_weights = np.where(is_width_face, weight_w, weight_l) + + # Combine with your existing density weights + final_base_res = base_res * np.sqrt(weights) * np.sqrt(face_weights) * 10.0 + + # 5. Constraints (Stretch, Tightness, Momentum) + actual_spread_w = np.max(dx) - np.min(dx) + actual_spread_l = np.max(dy) - np.min(dy) + stretch_penalty = np.array([ + max(0, actual_spread_w - w), + max(0, actual_spread_l - l) + ]) * 15.0 # Increased force to expand + + tightness = np.array([w, l]) * 0.01 + + if prev_params is not None: + state_stiffness = np.array([15.0, 15.0, 10.0, 5.0, 5.0]) + angle_diff = (theta - prev_params[2] + np.pi) % (2 * np.pi) - np.pi + diff = params - prev_params + diff[2] = angle_diff + state_momentum = diff * state_stiffness + return np.concatenate([final_base_res, stretch_penalty, tightness, state_momentum]) + + return np.concatenate([final_base_res, stretch_penalty, tightness]) + + def _get_initial_guess(self, points_array): + cx, cy = np.mean(points_array, axis=1) + + # 1. Temporal Warm-Start + best_params = self._get_matching_prev_params(points_array) + if best_params is not None: + return [cx, cy, best_params[2], best_params[3], best_params[4]] + + # 2. PCA Fallback + cov = np.cov(points_array) + np.eye(2) * 1e-6 + evals, evecs = np.linalg.eig(cov) + sort_indices = np.argsort(evals)[::-1] + primary_vec = evecs[:, sort_indices[0]] + theta_init = atan2(primary_vec[1], primary_vec[0]) + + cos_t, sin_t = cos(theta_init), sin(theta_init) + dx_raw = cos_t * (points_array[0,:] - cx) + sin_t * (points_array[1,:] - cy) + dy_raw = -sin_t * (points_array[0,:] - cx) + cos_t * (points_array[1,:] - cy) + + w_init = (np.max(dx_raw) - np.min(dx_raw)) + 0.2 + l_init = (np.max(dy_raw) - np.min(dy_raw)) + 0.2 + + return [cx, cy, theta_init, max(0.5, w_init), max(0.5, l_init)] + + def _optimize_rectangle(self, points, weights, prev_params=None): + # 1. Warm Start vs. Cold Start + if prev_params is not None: + init = np.array(prev_params) + # Optional: Center 'init' on the current points to help convergence + init[0:2] = np.mean(points, axis=1) + else: + init = self._get_initial_guess(points) + + # 2. Define Global Physical Limits + # [cx, cy, theta, w, l] + lower = np.array([-np.inf, -np.inf, -np.pi, 0.5, 0.5]) + upper = np.array([np.inf, np.inf, np.pi, 40.0, 40.0]) + + # 3. Apply Local Tracking Constraints (The Jitter Killer) + if prev_params is not None: + # We allow the box to move/change only by a fixed amount per frame + # This is much safer than percentages + slack = np.array([2.0, 2.0, np.radians(5), 0.5, 0.5]) + + # Update bounds based on previous state + local_lower = prev_params - slack + local_upper = prev_params + slack + + # Ensure we don't exceed global physical limits + lower = np.maximum(lower, local_lower) + upper = np.minimum(upper, local_upper) + + # 4. Final Safety Check: Ensure init is strictly inside the bounds + # Scipy's 'trf' method crashes if init is exactly on the boundary + init = np.clip(init, lower + 1e-4, upper - 1e-4) + + # FINAL GUARD: If somehow lower >= upper, reset to global bounds + invalid_mask = lower >= upper + if np.any(invalid_mask): + lower[invalid_mask] = -np.inf # or a safe default + upper[invalid_mask] = np.inf + + res = least_squares( + self._calculate_residuals, + init, + args=(points, weights, prev_params), + loss='cauchy', + f_scale=0.03, + bounds=(lower, upper), + method='trf' + ) + return res.x + + def _search_rectangles(self, clusters_list): + new_rects_params = {} + rectangles_list = [] + self.alpha = 0.3 # Smoother alpha for stable tracking + + for i, cluster in enumerate(clusters_list): + if len(cluster) < 5: continue + points = np.concatenate([p.get_point_array() for p in cluster], 1) + weights = self.calculate_density_weights(points) + prev_params = self._get_matching_prev_params(points) + + try: + opt_params = self._optimize_rectangle(points, weights, prev_params) + + if prev_params is not None: + final_params = self._apply_temporal_filter(opt_params, prev_params) + else: + final_params = opt_params + + # Store smoothed for memory, but use final for display + new_rects_params[i] = final_params + rectangles_list.append(self._create_rectangle_obj(*final_params)) + except Exception as e: + print(f"Optimization Error: {e}") + + self.prev_rects = new_rects_params + self.latest_rectangles_list = rectangles_list + + def _apply_temporal_filter(self, current, previous): + smoothed = np.zeros_like(current) + indices_to_smooth = [0, 1, 3, 4] + for idx in indices_to_smooth: + smoothed[idx] = previous[idx] + self.alpha * (current[idx] - previous[idx]) + + angle_diff = (current[2] - previous[2] + np.pi) % (2 * np.pi) - np.pi + smoothed[2] = previous[2] + self.alpha * angle_diff + return smoothed + + def _get_matching_prev_params(self, current_points): + if not self.prev_rects: return None + cx_curr, cy_curr = np.mean(current_points, axis=1) + best_match, min_dist = None, 3.0 + for params in self.prev_rects.values(): + dist = np.hypot(cx_curr - params[0], cy_curr - params[1]) + if dist < min_dist: + min_dist = dist + best_match = params + return best_match + + def _create_rectangle_obj(self, cx, cy, theta, w, l): + cos_t, sin_t = cos(theta), sin(theta) + c1_mid = cx * cos_t + cy * sin_t + c2_mid = -cx * sin_t + cy * cos_t + c_params = [c1_mid - w/2.0, c2_mid - l/2.0, c1_mid + w/2.0, c2_mid + l/2.0] + return Rectangle(a=[cos_t, -sin_t, cos_t, -sin_t], + b=[sin_t, cos_t, sin_t, cos_t], + c=c_params) + + def _apply_temporal_filter(self, current, previous): + """ + Alpha-Beta style smoothing for center, size, and orientation. + """ + smoothed = np.zeros_like(current) + + # Smooth Position (cx, cy) and Size (w, l) + # formula: x_filt = x_prev + alpha * (x_meas - x_prev) + indices_to_smooth = [0, 1, 3, 4] + for idx in indices_to_smooth: + smoothed[idx] = previous[idx] + self.alpha * (current[idx] - previous[idx]) + + # Smooth Orientation (theta) with Angle Wrapping + # We find the shortest path between the two angles + angle_diff = (current[2] - previous[2] + np.pi) % (2 * np.pi) - np.pi + smoothed[2] = previous[2] + self.alpha * angle_diff + + return smoothed \ No newline at end of file diff --git a/src/components/detection/l_shape_fitting/test.py b/src/components/detection/l_shape_fitting/test.py new file mode 100644 index 00000000..2242790b --- /dev/null +++ b/src/components/detection/l_shape_fitting/test.py @@ -0,0 +1,92 @@ +import numpy as np +import matplotlib.pyplot as plt +from sklearn.linear_model import RANSACRegressor +from sklearn.linear_model import LinearRegression + +# ===================================================== +# Fit a line ax + by + c = 0 using least squares +# ===================================================== +def fit_line(points): + X = points[:, 0][:, None] + y = points[:, 1] + + ransac = RANSACRegressor(LinearRegression(), residual_threshold=0.03) + ransac.fit(X, y) + + a = -ransac.estimator_.coef_[0] + b = 1.0 + c = -ransac.estimator_.intercept_ + + norm = np.sqrt(a*a + b*b) + return np.array([a, b, c]) / norm, ransac.inlier_mask_ + + +# ===================================================== +# Line intersection +# ===================================================== +def intersect_lines(l1, l2): + a1, b1, c1 = l1 + a2, b2, c2 = l2 + + A = np.array([[a1, b1], + [a2, b2]]) + b = -np.array([c1, c2]) + + return np.linalg.solve(A, b) + + +# ===================================================== +# MAIN +# ===================================================== +if __name__ == "__main__": + np.random.seed(0) + + # ----- synthetic 2-face LiDAR data ----- + corner = np.array([1.0, 2.0]) + phi = np.deg2rad(90) + + c, s = np.cos(phi), np.sin(phi) + t = np.linspace(0, 1.5, 60) + + face1 = np.column_stack([corner[0] + t*c, + corner[1] + t*s]) + face2 = np.column_stack([corner[0] - t*s, + corner[1] + t*c]) + + points = np.vstack([face1, face2]) + points += 0.02 * np.random.randn(*points.shape) + + # ----- split faces using PCA projection ----- + mean = points.mean(axis=0) + U, S, Vt = np.linalg.svd(points - mean) + proj = (points - mean) @ Vt[0] + + cluster1 = points[proj > 0] + cluster2 = points[proj <= 0] + + # ----- fit lines ----- + line1, in1 = fit_line(cluster1) + line2, in2 = fit_line(cluster2) + + # ----- intersect ----- + corner_est = intersect_lines(line1, line2) + + print("Estimated corner:", corner_est) + + # ----- plot ----- + x = np.linspace(points[:,0].min()-0.5, points[:,0].max()+0.5, 100) + + y1 = (-line1[0]*x - line1[2]) / line1[1] + y2 = (-line2[0]*x - line2[2]) / line2[1] + + plt.figure(figsize=(6,6)) + plt.scatter(points[:,0], points[:,1], s=10, alpha=0.6) + plt.plot(x, y1, 'r-', lw=2, label='Face 1') + plt.plot(x, y2, 'g-', lw=2, label='Face 2') + plt.plot(corner_est[0], corner_est[1], 'ko', label='Corner') + + plt.axis('equal') + plt.grid(True) + plt.legend() + plt.title("2D LiDAR Corner Detection (Correct Way)") + plt.show() diff --git a/src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.py b/src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.py index 9b2e3e4e..f5d26eeb 100644 --- a/src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.py +++ b/src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.py @@ -36,7 +36,7 @@ from sensor_parameters import SensorParameters from omni_directional_lidar import OmniDirectionalLidar from l_shape_fitting_detector import LShapeFittingDetector -from robust_least_squares_detector import RobustRectangleFittingDetector +from robust_least_squares_detector import OptimizedLShapeDetector, DualLShapeDetector #RansacOptimizationDetector #RobustRectangleFittingDetector # flag to show plot figure # when executed as unit test, this flag is set as false @@ -50,24 +50,28 @@ def main(): # set simulation parameters x_lim, y_lim = MinMax(-30, 30), MinMax(-30, 30) - vis = GlobalXYVisualizer(x_lim, y_lim, TimeParameters(span_sec=15)) + vis = GlobalXYVisualizer(x_lim, y_lim, TimeParameters(span_sec=10)) # create obstacle instances obst_list = ObstacleList() - obst1 = Obstacle(State(x_m=-5.0, y_m=15.0, speed_mps=1.0), yaw_rate_rps=np.deg2rad(10), width_m=1.0) - obst_list.add_obstacle(obst1) - obst2 = Obstacle(State(x_m=-15.0, y_m=-15.0), length_m=10.0, width_m=5.0) - obst_list.add_obstacle(obst2) - obst3 = Obstacle(State(x_m=20.0), yaw_rate_rps=np.deg2rad(15)) - obst_list.add_obstacle(obst3) - obst4 = Obstacle(State(x_m=-20.0, y_m=0.0), width_m=1.0) - obst_list.add_obstacle(obst4) + #obst1 = Obstacle(State(x_m=-5.0, y_m=15.0, speed_mps=1.0), yaw_rate_rps=np.deg2rad(10), width_m=1.0) + #obst_list.add_obstacle(obst1) + #obst2 = Obstacle(State(x_m=0.0, y_m=-15.0), length_m=10.0, width_m=5.0) + #obst_list.add_obstacle(obst2) + #obst3 = Obstacle(State(x_m=20.0), yaw_rate_rps=np.deg2rad(15)) + #obst_list.add_obstacle(obst3) + #obst4 = Obstacle(State(x_m=-20.0, y_m=0.0), width_m=1.0) + #obst_list.add_obstacle(obst4) + obst6 = Obstacle(State(x_m=15.0, y_m=15.0), length_m=10.0, width_m=5.0) + obst_list.add_obstacle(obst6) + #obst7 = Obstacle(State(x_m=-15.0, y_m=15.0, yaw_rad = np.pi/4), length_m=10.0, width_m=5.0) + #obst_list.add_obstacle(obst7) vis.add_object(obst_list) # create vehicle instance spec = VehicleSpecification(area_size=30.0) # spec instance lidar = OmniDirectionalLidar(obst_list, SensorParameters(lon_m=spec.wheel_base_m/2)) # lidar instance - detector = RobustRectangleFittingDetector() # detector instance # LShapeFittingDetector()# + detector = DualLShapeDetector()#OptimizedLShapeDetector() # detector instance # LShapeFittingDetector()# vehicle = FourWheelsVehicle(State(color=spec.color), spec, sensors=Sensors(lidar=lidar), detector=detector) # set state, spec, lidar, detector as arguments vis.add_object(vehicle) From fa22696b0152336bbcb83ab44375968d3f5a4ed0 Mon Sep 17 00:00:00 2001 From: shreyshet Date: Wed, 28 Jan 2026 20:35:40 -0500 Subject: [PATCH 03/13] cobined Zhang sweep and cx, cy initial guess to give a good initial estimate for LS --- .../robust_least_squares_detector.py | 110 +++++++++++++++++- .../point_cloud_robustLS_rectangle_fitting.py | 12 +- 2 files changed, 110 insertions(+), 12 deletions(-) diff --git a/src/components/detection/l_shape_fitting/robust_least_squares_detector.py b/src/components/detection/l_shape_fitting/robust_least_squares_detector.py index e7c326c4..5ade44a3 100644 --- a/src/components/detection/l_shape_fitting/robust_least_squares_detector.py +++ b/src/components/detection/l_shape_fitting/robust_least_squares_detector.py @@ -28,6 +28,7 @@ class OptimizedLShapeDetector(LShapeFittingDetector): def __init__(self, min_rng_th_m=3.0, rng_th_rate=0.1, change_angle_deg=1.0): super().__init__(min_rng_th_m, rng_th_rate, change_angle_deg) self.f_scale = 0.05 # Tight tolerance for the final polish + self.prev_rects = {} def _calculate_residuals(self, params, points, weights): """Standard SDF residuals used for the final polish.""" @@ -46,9 +47,79 @@ def _calculate_residuals(self, params, points, weights): res = np.sqrt(np.maximum(err_x, 0)**2 + np.maximum(err_y, 0)**2) + \ np.minimum(np.maximum(err_x, err_y), 0) - return res * np.sqrt(weights) + # 3. THE HEADING UNLOCK: Variance Penalty + # If the box is tilted 15 degrees, the 'dy' values of points on + # the 'w' face will have high variance. + # We penalize the 'thickness' of the walls to force rotation. + is_w_face = np.abs(dx/w) > np.abs(dy/l) + is_l_face = ~is_w_face + + alignment_penalty = [] + if np.any(is_w_face): + # Points on the width face should have dy = 0 in a perfect fit + alignment_penalty.append(np.std(dy[is_w_face]) * 10.0) + if np.any(is_l_face): + # Points on the length face should have dx = 0 in a perfect fit + alignment_penalty.append(np.std(dx[is_l_face]) * 10.0) + + return np.concatenate([res * np.sqrt(weights)]) + def _get_initial_guess(self, points_array): + # points_array shape is (2, N) + points_t = points_array.T # (N, 2) + + # 1. Find the two farthest points (the diameter of the point cloud) + # For performance with many points, you could use a convex hull, + # but a simple pairwise distance or a search for min/max works for clusters. + from scipy.spatial.distance import pdist, squareform + + if points_t.shape[0] > 2: + # Finding the absolute farthest pair + dists = pdist(points_t) + dist_matrix = squareform(dists) + i, j = np.unravel_index(np.argmax(dist_matrix), dist_matrix.shape) + p1, p2 = points_t[i], points_t[j] + + # Use the midpoint of these two as the center guess + cx, cy = (p1 + p2) / 2.0 + else: + cx, cy = np.mean(points_array, axis=1) + + # 1. Temporal Warm-Start + best_params = self._get_matching_prev_params(points_array) + #if best_params is not None: + #return [cx, cy, best_params[2], best_params[3], best_params[4]] + + # 2. PCA Fallback + cov = np.cov(points_array) + np.eye(2) * 1e-6 + evals, evecs = np.linalg.eig(cov) + sort_indices = np.argsort(evals)[::-1] + primary_vec = evecs[:, sort_indices[0]] + theta_init = atan2(primary_vec[1], primary_vec[0]) + + cos_t, sin_t = cos(theta_init), sin(theta_init) + dx_raw = cos_t * (points_array[0,:] - cx) + sin_t * (points_array[1,:] - cy) + dy_raw = -sin_t * (points_array[0,:] - cx) + cos_t * (points_array[1,:] - cy) + + w_init = (np.max(dx_raw) - np.min(dx_raw)) + 0.2 + l_init = (np.max(dy_raw) - np.min(dy_raw)) + 0.2 + + + return [cx, cy, theta_init, max(0.5, w_init), max(0.5, l_init)] + + def _get_matching_prev_params(self, current_points): + if not self.prev_rects: return None + cx_curr, cy_curr = np.mean(current_points, axis=1) + best_match, min_dist = None, 3.0 + for params in self.prev_rects.values(): + dist = np.hypot(cx_curr - params[0], cy_curr - params[1]) + if dist < min_dist: + min_dist = dist + best_match = params + return best_match + def _calculate_rectangle(self, points_array): + self.prev_rects = {} # --- STAGE 1: THE ORIGINAL ZHANG SWEEP --- # This finds the correct global orientation (0 or 90 deg) min_cost_angle = (-float("inf"), None) @@ -78,15 +149,20 @@ def _calculate_rectangle(self, points_array): cy_world = sin_a * cx_init + cos_a * cy_init init_guess = [cx_world, cy_world, best_angle, w_init, l_init] - + init_guess = self._get_initial_guess(points_array) # Use improved initial guess # --- STAGE 2: THE OPTIMIZATION POLISH --- # We constrain the optimizer to only search +/- 5 degrees of the Zhang result. # This prevents the 15-degree drift or 45-degree diagonal issues. - lower = np.array([-np.inf, -np.inf, best_angle - 0.2, w_init*0.8, l_init*0.8]) - upper = np.array([np.inf, np.inf, best_angle + 0.2, w_init*1.2, l_init*1.2]) + theta_search_window = np.radians(40.0) # Allow 5 degrees of movement + lower = np.array([-np.inf, -np.inf, best_angle - theta_search_window, w_init*0.9, l_init*0.9]) + upper = np.array([np.inf, np.inf, best_angle + theta_search_window, w_init*1.1, l_init*1.1]) # Simple uniform weights weights = np.ones(points_array.shape[1]) + + # Calculate initial cost + res_before = self._calculate_residuals(init_guess, points_array, weights) + cost_before = 0.5 * np.sum(res_before**2) # Least squares cost is 0.5 * sum(r^2) try: #print(f"Original params: cx={cx_world:.2f}, cy={cy_world:.2f}, theta={np.degrees(best_angle):.2f} deg, w={w_init:.2f}, l={l_init:.2f}") @@ -94,24 +170,46 @@ def _calculate_rectangle(self, points_array): self._calculate_residuals, init_guess, args=(points_array, weights), bounds=(lower, upper), - loss='huber', f_scale=.01 + loss='cauchy', f_scale=.05, + diff_step=[0.01, 0.01, 0.01, 0.01, 0.01] # Explicitly define step sizes ) cx, cy, theta, w, l = res.x + self.prev_rects = res.x #print(f"Optimization succeeded with cost {res.cost:.4f}") #print(f"Refined params: cx={cx:.2f}, cy={cy:.2f}, theta={np.degrees(theta):.2f} deg, w={w:.2f}, l={l:.2f}") except: # Fallback to Zhang result if optimization fails cx, cy, theta, w, l = init_guess + self.prev_rects = init_guess # --- STAGE 3: CREATE FINAL RECTANGLE --- cos_t, sin_t = cos(theta), sin(theta) c1_mid = cx * cos_t + cy * sin_t c2_mid = -cx * sin_t + cy * cos_t + # --- AFTER OPTIMIZATION --- + if 'res' in locals(): + final_params = res.x if 'res' in locals() else init_guess + res_after = self._calculate_residuals(final_params, points_array, weights) + cost_after = 0.5 * np.sum(res_after**2) + improvement = (cost_before - cost_after) / (cost_before + 1e-6) * 100 + theta_diff = np.rad2deg(final_params[2] - init_guess[2]) + + print("-" * 30) + print(f"Optimization Report (Status: {res.message})") + print(f" Cost: {cost_before:.4f} -> {cost_after:.4f} ({improvement:.1f}% improvement)") + print(f" Theta: {np.rad2deg(init_guess[2]):.2f}° -> {np.rad2deg(final_params[2]):.2f}° (Δ: {theta_diff:.2f}°)") + print("-" * 30) + + else: + print("Optimization failed; using Zhang's result.") + + # --- DEBUG REPORT --- + return Rectangle(a=[cos_t, -sin_t, cos_t, -sin_t], b=[sin_t, cos_t, sin_t, cos_t], c=[c1_mid - w/2.0, c2_mid - l/2.0, c1_mid + w/2.0, c2_mid + l/2.0]) - + def _apply_temporal_filter(self, current_params, prev_params): """ Smooths the box movement to stop high-frequency jitter. diff --git a/src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.py b/src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.py index f5d26eeb..b18b6f1c 100644 --- a/src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.py +++ b/src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.py @@ -50,19 +50,19 @@ def main(): # set simulation parameters x_lim, y_lim = MinMax(-30, 30), MinMax(-30, 30) - vis = GlobalXYVisualizer(x_lim, y_lim, TimeParameters(span_sec=10)) + vis = GlobalXYVisualizer(x_lim, y_lim, TimeParameters(span_sec=20)) # create obstacle instances obst_list = ObstacleList() - #obst1 = Obstacle(State(x_m=-5.0, y_m=15.0, speed_mps=1.0), yaw_rate_rps=np.deg2rad(10), width_m=1.0) - #obst_list.add_obstacle(obst1) + obst1 = Obstacle(State(x_m=-5.0, y_m=15.0, speed_mps=1.0), yaw_rate_rps=np.deg2rad(10), width_m=1.0) + obst_list.add_obstacle(obst1) #obst2 = Obstacle(State(x_m=0.0, y_m=-15.0), length_m=10.0, width_m=5.0) #obst_list.add_obstacle(obst2) - #obst3 = Obstacle(State(x_m=20.0), yaw_rate_rps=np.deg2rad(15)) - #obst_list.add_obstacle(obst3) + obst3 = Obstacle(State(x_m=20.0), yaw_rate_rps=np.deg2rad(15)) + obst_list.add_obstacle(obst3) #obst4 = Obstacle(State(x_m=-20.0, y_m=0.0), width_m=1.0) #obst_list.add_obstacle(obst4) - obst6 = Obstacle(State(x_m=15.0, y_m=15.0), length_m=10.0, width_m=5.0) + obst6 = Obstacle(State(x_m=-15.0, y_m=-15.0), length_m=10.0, width_m=5.0) obst_list.add_obstacle(obst6) #obst7 = Obstacle(State(x_m=-15.0, y_m=15.0, yaw_rad = np.pi/4), length_m=10.0, width_m=5.0) #obst_list.add_obstacle(obst7) From f67c0a4992ce53e79c4986ec3b8f95d31314c5aa Mon Sep 17 00:00:00 2001 From: shreyshet Date: Wed, 28 Jan 2026 21:18:12 -0500 Subject: [PATCH 04/13] Added a plotter to visualize the rmse improvement because of least squares --- .../robust_least_squares_detector.py | 203 ++++++++++++++---- .../point_cloud_robustLS_rectangle_fitting.py | 16 +- 2 files changed, 172 insertions(+), 47 deletions(-) diff --git a/src/components/detection/l_shape_fitting/robust_least_squares_detector.py b/src/components/detection/l_shape_fitting/robust_least_squares_detector.py index 5ade44a3..580189ed 100644 --- a/src/components/detection/l_shape_fitting/robust_least_squares_detector.py +++ b/src/components/detection/l_shape_fitting/robust_least_squares_detector.py @@ -4,6 +4,7 @@ Author: Shisato Yano """ +from asyncio.log import logger import sys import copy import itertools @@ -13,7 +14,7 @@ from math import pi, sin, cos from scipy.optimize import least_squares from math import sin, cos, atan2 - +import matplotlib.pyplot as plt abs_dir_path = str(Path(__file__).absolute().parent) sys.path.append(abs_dir_path + "/../../search/kd_tree") @@ -24,6 +25,61 @@ from scipy.optimize import least_squares from math import sin, cos, atan2 +class FittingDataTracker: + def __init__(self): + # Explicitly initialize the dictionary + self.data = { + "time": [], + "rmse_geo": [], + "rmse_opt": [], + "theta_geo": [], + "theta_opt": [], + "cx_geo": [], + "cy_geo": [], + "cx_opt": [], + "cy_opt": [] + } + + def log(self, t, r_geo, r_opt, p_geo, p_opt): + # Append data points to the lists + self.data["time"].append(t) + self.data["rmse_geo"].append(np.sqrt(np.mean(r_geo**2))) + self.data["rmse_opt"].append(np.sqrt(np.mean(r_opt**2))) + self.data["theta_geo"].append(np.degrees(p_geo[2])) + self.data["theta_opt"].append(np.degrees(p_opt[2])) + self.data["cx_geo"].append(p_geo[0]) + self.data["cy_geo"].append(p_geo[1]) + self.data["cx_opt"].append(p_opt[0]) + self.data["cy_opt"].append(p_opt[1]) + + def plot(self): + # Check if we actually collected anything to avoid empty plot errors + if not self.data["time"]: + print("No data collected to plot.") + return + + plt.figure(figsize=(10, 5)) + plt.subplot(3, 1, 1) + plt.plot(self.data["time"], self.data["rmse_geo"], 'b--', label='Previous RMSE') + plt.plot(self.data["time"], self.data["rmse_opt"], 'r-', label='Optimized RMSE') + plt.ylabel("RMSE [m]"); plt.legend(); plt.grid(True) + + plt.subplot(3, 1, 2) + plt.plot(self.data["time"], self.data["cx_geo"], 'b--', label='Previous Center X') + plt.plot(self.data["time"], self.data["cx_opt"], 'r-', label='Optimized Center X') + plt.ylabel("Center X [m]"); plt.xlabel("Frames"); plt.legend(); plt.grid(True) + + plt.subplot(3, 1, 3) + plt.plot(self.data["time"], self.data["cy_geo"], 'b--', label='Previous Center Y') + plt.plot(self.data["time"], self.data["cy_opt"], 'r-', label='Optimized Center Y') + plt.ylabel("Center Y [m]"); plt.xlabel("Frames"); plt.legend(); plt.grid(True) + + plt.tight_layout() + plt.show() + +# Create the specific instance +tracker = FittingDataTracker() + class OptimizedLShapeDetector(LShapeFittingDetector): def __init__(self, min_rng_th_m=3.0, rng_th_rate=0.1, change_angle_deg=1.0): super().__init__(min_rng_th_m, rng_th_rate, change_angle_deg) @@ -122,43 +178,82 @@ def _calculate_rectangle(self, points_array): self.prev_rects = {} # --- STAGE 1: THE ORIGINAL ZHANG SWEEP --- # This finds the correct global orientation (0 or 90 deg) - min_cost_angle = (-float("inf"), None) - initial_angle_rad = 0.0 - end_angle_rad = np.pi / 2.0 - self.CHANGE_ANGLE_RAD + # min_cost_angle = (-float("inf"), None) + # initial_angle_rad = 0.0 + # end_angle_rad = np.pi / 2.0 - self.CHANGE_ANGLE_RAD + + # for angle_rad in np.arange(initial_angle_rad, end_angle_rad, self.CHANGE_ANGLE_RAD): + # rotated_points = self._rotate_points(points_array, angle_rad) + # cost = self._calculate_variance_criterion(rotated_points) + # if min_cost_angle[0] < cost: + # min_cost_angle = (cost, angle_rad) + + # # Zhang's result + # best_angle = min_cost_angle[1] + # pts_at_best = self._rotate_points(points_array, best_angle) + # c1, c2 = pts_at_best[0, :], pts_at_best[1, :] - for angle_rad in np.arange(initial_angle_rad, end_angle_rad, self.CHANGE_ANGLE_RAD): + # # Initial box parameters from Zhang sweep + # w_init = max(c1) - min(c1) + # l_init = max(c2) - min(c2) + # cx_init = (max(c1) + min(c1)) / 2.0 + # cy_init = (max(c2) + min(c2)) / 2.0 + + # # Convert local center back to world coordinates + # cos_a, sin_a = cos(best_angle), sin(best_angle) + # cx_world = cos_a * cx_init - sin_a * cy_init + # cy_world = sin_a * cx_init + cos_a * cy_init + + # init_guess = [cx_world, cy_world, best_angle, w_init, l_init] + # init_guess = self._get_initial_guess(points_array) # Use improved initial guess + # # --- STAGE 2: THE OPTIMIZATION POLISH --- + # # We constrain the optimizer to only search +/- 5 degrees of the Zhang result. + # # This prevents the 15-degree drift or 45-degree diagonal issues. + # theta_search_window = np.radians(40.0) # Allow 5 degrees of movement + + # --- STAGE 1: ZHANG SWEEP (Global Heading Search) --- + min_cost_angle = (-float("inf"), None) + # ... (Your existing 90-degree sweep) ... + for angle_rad in np.arange(0, np.pi/2 - self.CHANGE_ANGLE_RAD, self.CHANGE_ANGLE_RAD): rotated_points = self._rotate_points(points_array, angle_rad) cost = self._calculate_variance_criterion(rotated_points) if min_cost_angle[0] < cost: min_cost_angle = (cost, angle_rad) - # Zhang's result best_angle = min_cost_angle[1] - pts_at_best = self._rotate_points(points_array, best_angle) - c1, c2 = pts_at_best[0, :], pts_at_best[1, :] + + # --- STAGE 2: GEOMETRIC CENTERING (Your Farthest-Point Logic) --- + # Get the good cx, cy from your improved PCA/Farthest-point method + pca_guess = self._get_initial_guess(points_array) - # Initial box parameters from Zhang sweep - w_init = max(c1) - min(c1) - l_init = max(c2) - min(c2) - cx_init = (max(c1) + min(c1)) / 2.0 - cy_init = (max(c2) + min(c2)) / 2.0 + # 3. FIX: Re-project points to find W and L for THIS specific theta + # This prevents the 90-degree swap + cos_t, sin_t = np.cos(best_angle), np.sin(best_angle) - # Convert local center back to world coordinates - cos_a, sin_a = cos(best_angle), sin(best_angle) - cx_world = cos_a * cx_init - sin_a * cy_init - cy_world = sin_a * cx_init + cos_a * cy_init + # Local coordinates relative to the chosen center and angle + dx = cos_t * (points_array[0,:] - pca_guess[0]) + sin_t * (points_array[1,:] - pca_guess[1]) + dy = -sin_t * (points_array[0,:] - pca_guess[0]) + cos_t * (points_array[1,:] - pca_guess[1]) - init_guess = [cx_world, cy_world, best_angle, w_init, l_init] - init_guess = self._get_initial_guess(points_array) # Use improved initial guess - # --- STAGE 2: THE OPTIMIZATION POLISH --- - # We constrain the optimizer to only search +/- 5 degrees of the Zhang result. - # This prevents the 15-degree drift or 45-degree diagonal issues. - theta_search_window = np.radians(40.0) # Allow 5 degrees of movement - lower = np.array([-np.inf, -np.inf, best_angle - theta_search_window, w_init*0.9, l_init*0.9]) - upper = np.array([np.inf, np.inf, best_angle + theta_search_window, w_init*1.1, l_init*1.1]) + # Now w and l are guaranteed to be aligned with the Zhang angle + w_aligned = np.max(dx) - np.min(dx) + l_aligned = np.max(dy) - np.min(dy) + # --- STAGE 3: FINAL OPTIMIZATION POLISH --- + # BLEND THEM: + # Take CX, CY from PCA, but THETA from Zhang + init_guess = [ + pca_guess[0], # Good cx + pca_guess[1], # Good cy + best_angle, # Correct global theta + w_aligned, # w + l_aligned # l + ] + theta_window = np.radians(2.0) # Small window is fine now because theta is good + lower = np.array([-np.inf, -np.inf, best_angle - theta_window, w_aligned*0.9, l_aligned*0.9]) + upper = np.array([np.inf, np.inf, best_angle + theta_window, w_aligned*1.1, l_aligned*1.1]) # Simple uniform weights - weights = np.ones(points_array.shape[1]) + #weights = np.ones(points_array.shape[1]) + weights = self._calculate_smart_weights(points_array) # Calculate initial cost res_before = self._calculate_residuals(init_guess, points_array, weights) @@ -170,8 +265,8 @@ def _calculate_rectangle(self, points_array): self._calculate_residuals, init_guess, args=(points_array, weights), bounds=(lower, upper), - loss='cauchy', f_scale=.05, - diff_step=[0.01, 0.01, 0.01, 0.01, 0.01] # Explicitly define step sizes + loss='cauchy', f_scale=.02 + # Explicitly define step sizes ) cx, cy, theta, w, l = res.x self.prev_rects = res.x @@ -189,11 +284,14 @@ def _calculate_rectangle(self, points_array): # --- AFTER OPTIMIZATION --- if 'res' in locals(): - final_params = res.x if 'res' in locals() else init_guess + # Send to the global logger + + final_params = res.x res_after = self._calculate_residuals(final_params, points_array, weights) cost_after = 0.5 * np.sum(res_after**2) improvement = (cost_before - cost_after) / (cost_before + 1e-6) * 100 theta_diff = np.rad2deg(final_params[2] - init_guess[2]) + tracker.log(len(tracker.data["time"]), res_before, res_after, init_guess, res.x) print("-" * 30) print(f"Optimization Report (Status: {res.message})") @@ -210,6 +308,30 @@ def _calculate_rectangle(self, points_array): b=[sin_t, cos_t, sin_t, cos_t], c=[c1_mid - w/2.0, c2_mid - l/2.0, c1_mid + w/2.0, c2_mid + l/2.0]) + def _calculate_smart_weights(self, points_array): + # points_array is (2, N) + # 1. Distance-based weighting (Radial distance from sensor) + # Assumes sensor is at (0,0) in the local frame or use world coords + dists = np.linalg.norm(points_array, axis=0) + # Inverse square law: points twice as far are 4x less certain + dist_weights = 1.0 / (1.0 + dists**2) + + # 2. Local Density Weighting (Robustness to "Tail Points") + # We look at how many neighbors each point has within 20cm + from scipy.spatial import cKDTree + tree = cKDTree(points_array.T) + # Find number of neighbors within a 0.3m radius + neighbor_counts = tree.query_ball_point(points_array.T, r=0.3, return_length=True) + + # Normalize density: a point with 1 neighbor is "noisy", 10 is "dense" + density_weights = np.clip(neighbor_counts / 10.0, 0.1, 1.0) + + # Combined Weights + final_weights = dist_weights * density_weights + + # Normalize so the mean weight is 1.0 (keeps optimizer scaling stable) + return final_weights / np.mean(final_weights) + def _apply_temporal_filter(self, current_params, prev_params): """ Smooths the box movement to stop high-frequency jitter. @@ -248,26 +370,23 @@ def update(self, point_cloud): self.optimized_detector.latest_rectangles_list) def draw(self, axes, elems, x_m, y_m, yaw_rad): - def custom_draw(rect_obj, color_code): - """A temporary replacement for the hard-coded draw logic""" - # Transform contour + def custom_draw(rect_obj, color_code, label_prefix, lw=2): transformed_contour = rect_obj.contour.homogeneous_transformation(x_m, y_m, yaw_rad) - rectangle_plot, = axes.plot(transformed_contour.get_x_data(), - transformed_contour.get_y_data(), - color=color_code, ls='-', linewidth=2) - elems.append(rectangle_plot) - - # Transform center + rect_plot, = axes.plot(transformed_contour.get_x_data(), + transformed_contour.get_y_data(), + color=color_code, ls='-', linewidth=lw, label=label_prefix) + elems.append(rect_plot) + transformed_center = rect_obj.center_xy.homogeneous_transformation(x_m, y_m, yaw_rad) center_plot, = axes.plot(transformed_center.get_x_data(), transformed_center.get_y_data(), marker='.', color=color_code) elems.append(center_plot) - # 1. Draw Geometric results in Blue + # Draw Geometric (Blue) - Thin line for rect in self.geometric_detector.latest_rectangles_list: - custom_draw(rect, 'b') + custom_draw(rect, 'b', 'Zhang (Geometric)', lw=1.5) - # 2. Draw Optimized results in Red + # Draw Optimized (Red) - Thick line for rect in self.optimized_detector.latest_rectangles_list: - custom_draw(rect, 'r') \ No newline at end of file + custom_draw(rect, 'r', 'Optimized (Polish)', lw=3.0) \ No newline at end of file diff --git a/src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.py b/src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.py index b18b6f1c..fd82aa01 100644 --- a/src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.py +++ b/src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.py @@ -36,11 +36,13 @@ from sensor_parameters import SensorParameters from omni_directional_lidar import OmniDirectionalLidar from l_shape_fitting_detector import LShapeFittingDetector -from robust_least_squares_detector import OptimizedLShapeDetector, DualLShapeDetector #RansacOptimizationDetector #RobustRectangleFittingDetector +from robust_least_squares_detector import OptimizedLShapeDetector, DualLShapeDetector, tracker #RansacOptimizationDetector #RobustRectangleFittingDetector # flag to show plot figure # when executed as unit test, this flag is set as false show_plot = True +# --- STEP 1: Define at the top --- + def main(): @@ -54,12 +56,12 @@ def main(): # create obstacle instances obst_list = ObstacleList() - obst1 = Obstacle(State(x_m=-5.0, y_m=15.0, speed_mps=1.0), yaw_rate_rps=np.deg2rad(10), width_m=1.0) - obst_list.add_obstacle(obst1) + #obst1 = Obstacle(State(x_m=-5.0, y_m=15.0, speed_mps=1.0), yaw_rate_rps=np.deg2rad(10), width_m=1.0) + #obst_list.add_obstacle(obst1) #obst2 = Obstacle(State(x_m=0.0, y_m=-15.0), length_m=10.0, width_m=5.0) #obst_list.add_obstacle(obst2) - obst3 = Obstacle(State(x_m=20.0), yaw_rate_rps=np.deg2rad(15)) - obst_list.add_obstacle(obst3) + #obst3 = Obstacle(State(x_m=20.0), yaw_rate_rps=np.deg2rad(15)) + #obst_list.add_obstacle(obst3) #obst4 = Obstacle(State(x_m=-20.0, y_m=0.0), width_m=1.0) #obst_list.add_obstacle(obst4) obst6 = Obstacle(State(x_m=-15.0, y_m=-15.0), length_m=10.0, width_m=5.0) @@ -83,6 +85,10 @@ def main(): # ... Execute simulation ... vis.draw() + # This only runs AFTER you close the simulation window + print("Generating post-simulation report...") + tracker.plot() + # execute main process if __name__ == "__main__": From 479e4ff89a5a74ea3f54e644af01047fdcd768a0 Mon Sep 17 00:00:00 2001 From: shreyshet Date: Wed, 28 Jan 2026 21:49:07 -0500 Subject: [PATCH 05/13] experimented with moving obstacles --- .../robust_least_squares_detector.py | 34 +++++++++++++------ .../point_cloud_robustLS_rectangle_fitting.py | 8 ++--- 2 files changed, 27 insertions(+), 15 deletions(-) diff --git a/src/components/detection/l_shape_fitting/robust_least_squares_detector.py b/src/components/detection/l_shape_fitting/robust_least_squares_detector.py index 580189ed..a92cece6 100644 --- a/src/components/detection/l_shape_fitting/robust_least_squares_detector.py +++ b/src/components/detection/l_shape_fitting/robust_least_squares_detector.py @@ -28,6 +28,8 @@ class FittingDataTracker: def __init__(self): # Explicitly initialize the dictionary + self.gt_cx = 20.0 # Example ground truth center x + self.gt_cy = 0.0 # Example ground truth center y self.data = { "time": [], "rmse_geo": [], @@ -59,20 +61,29 @@ def plot(self): return plt.figure(figsize=(10, 5)) - plt.subplot(3, 1, 1) plt.plot(self.data["time"], self.data["rmse_geo"], 'b--', label='Previous RMSE') plt.plot(self.data["time"], self.data["rmse_opt"], 'r-', label='Optimized RMSE') plt.ylabel("RMSE [m]"); plt.legend(); plt.grid(True) - plt.subplot(3, 1, 2) - plt.plot(self.data["time"], self.data["cx_geo"], 'b--', label='Previous Center X') - plt.plot(self.data["time"], self.data["cx_opt"], 'r-', label='Optimized Center X') - plt.ylabel("Center X [m]"); plt.xlabel("Frames"); plt.legend(); plt.grid(True) + # Create a 2x1 plot specifically for Center Accuracy + fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(10, 10)) + + # Plot 1: CX Accuracy + ax1.plot(self.data["time"], self.data["cx_geo"], 'b--', label='Zhang CX', alpha=0.5) + ax1.plot(self.data["time"], self.data["cx_opt"], 'r-', label='Optimized CX') + ax1.axhline(y=self.gt_cx, color='g', linestyle='-', linewidth=2, label='Ground Truth CX') + ax1.set_ylabel("X Position [m]") + ax1.set_title("Center X: Ground Truth vs. Predictions") + ax1.legend(); ax1.grid(True) - plt.subplot(3, 1, 3) - plt.plot(self.data["time"], self.data["cy_geo"], 'b--', label='Previous Center Y') - plt.plot(self.data["time"], self.data["cy_opt"], 'r-', label='Optimized Center Y') - plt.ylabel("Center Y [m]"); plt.xlabel("Frames"); plt.legend(); plt.grid(True) + # Plot 2: CY Accuracy + ax2.plot(self.data["time"], self.data["cy_geo"], 'b--', label='Zhang CY', alpha=0.5) + ax2.plot(self.data["time"], self.data["cy_opt"], 'r-', label='Optimized CY') + ax2.axhline(y=self.gt_cy, color='g', linestyle='-', linewidth=2, label='Ground Truth CY') + ax2.set_ylabel("Y Position [m]") + ax2.set_xlabel("Frames") + ax2.set_title("Center Y: Ground Truth vs. Predictions") + ax2.legend(); ax2.grid(True) plt.tight_layout() plt.show() @@ -81,10 +92,11 @@ def plot(self): tracker = FittingDataTracker() class OptimizedLShapeDetector(LShapeFittingDetector): - def __init__(self, min_rng_th_m=3.0, rng_th_rate=0.1, change_angle_deg=1.0): + def __init__(self, min_rng_th_m=3.0, rng_th_rate=0.1, change_angle_deg=1.0, lossfunc='huber'): super().__init__(min_rng_th_m, rng_th_rate, change_angle_deg) self.f_scale = 0.05 # Tight tolerance for the final polish self.prev_rects = {} + self.lossfunc = lossfunc def _calculate_residuals(self, params, points, weights): """Standard SDF residuals used for the final polish.""" @@ -265,7 +277,7 @@ def _calculate_rectangle(self, points_array): self._calculate_residuals, init_guess, args=(points_array, weights), bounds=(lower, upper), - loss='cauchy', f_scale=.02 + loss=self.lossfunc, f_scale=.02 # Explicitly define step sizes ) cx, cy, theta, w, l = res.x diff --git a/src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.py b/src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.py index fd82aa01..f7c4b09a 100644 --- a/src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.py +++ b/src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.py @@ -60,12 +60,12 @@ def main(): #obst_list.add_obstacle(obst1) #obst2 = Obstacle(State(x_m=0.0, y_m=-15.0), length_m=10.0, width_m=5.0) #obst_list.add_obstacle(obst2) - #obst3 = Obstacle(State(x_m=20.0), yaw_rate_rps=np.deg2rad(15)) - #obst_list.add_obstacle(obst3) + obst3 = Obstacle(State(x_m=20.0), yaw_rate_rps=np.deg2rad(15)) + obst_list.add_obstacle(obst3) #obst4 = Obstacle(State(x_m=-20.0, y_m=0.0), width_m=1.0) #obst_list.add_obstacle(obst4) - obst6 = Obstacle(State(x_m=-15.0, y_m=-15.0), length_m=10.0, width_m=5.0) - obst_list.add_obstacle(obst6) + #obst6 = Obstacle(State(x_m=-15.0, y_m=-15.0), length_m=10.0, width_m=5.0) + #obst_list.add_obstacle(obst6) #obst7 = Obstacle(State(x_m=-15.0, y_m=15.0, yaw_rad = np.pi/4), length_m=10.0, width_m=5.0) #obst_list.add_obstacle(obst7) vis.add_object(obst_list) From a193fdccd61dabeed9ec0b90426b01237e1f5461 Mon Sep 17 00:00:00 2001 From: shreyshet Date: Sun, 1 Feb 2026 14:06:13 -0500 Subject: [PATCH 06/13] Clean up code --- .../robust_least_squares_detector.py | 248 ++++------------- .../l_shape_fitting/robust_ls_5dproblem | 250 ------------------ ...point_cloud_robustLS_rectangle_fitting.gif | Bin 0 -> 1828007 bytes .../point_cloud_robustLS_rectangle_fitting.py | 35 +-- 4 files changed, 76 insertions(+), 457 deletions(-) delete mode 100644 src/components/detection/l_shape_fitting/robust_ls_5dproblem create mode 100644 src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.gif diff --git a/src/components/detection/l_shape_fitting/robust_least_squares_detector.py b/src/components/detection/l_shape_fitting/robust_least_squares_detector.py index a92cece6..5d3a85d3 100644 --- a/src/components/detection/l_shape_fitting/robust_least_squares_detector.py +++ b/src/components/detection/l_shape_fitting/robust_least_squares_detector.py @@ -24,11 +24,11 @@ import numpy as np from scipy.optimize import least_squares from math import sin, cos, atan2 - +from scipy.spatial.distance import pdist, squareform class FittingDataTracker: def __init__(self): # Explicitly initialize the dictionary - self.gt_cx = 20.0 # Example ground truth center x + self.gt_cx = 20.0 # replace with self.gt_cy = 0.0 # Example ground truth center y self.data = { "time": [], @@ -71,7 +71,7 @@ def plot(self): # Plot 1: CX Accuracy ax1.plot(self.data["time"], self.data["cx_geo"], 'b--', label='Zhang CX', alpha=0.5) ax1.plot(self.data["time"], self.data["cx_opt"], 'r-', label='Optimized CX') - ax1.axhline(y=self.gt_cx, color='g', linestyle='-', linewidth=2, label='Ground Truth CX') + #ax1.axhline(y=self.gt_cx, color='g', linestyle='-', linewidth=2, label='Ground Truth CX') ax1.set_ylabel("X Position [m]") ax1.set_title("Center X: Ground Truth vs. Predictions") ax1.legend(); ax1.grid(True) @@ -79,7 +79,7 @@ def plot(self): # Plot 2: CY Accuracy ax2.plot(self.data["time"], self.data["cy_geo"], 'b--', label='Zhang CY', alpha=0.5) ax2.plot(self.data["time"], self.data["cy_opt"], 'r-', label='Optimized CY') - ax2.axhline(y=self.gt_cy, color='g', linestyle='-', linewidth=2, label='Ground Truth CY') + #ax2.axhline(y=self.gt_cy, color='g', linestyle='-', linewidth=2, label='Ground Truth CY') ax2.set_ylabel("Y Position [m]") ax2.set_xlabel("Frames") ax2.set_title("Center Y: Ground Truth vs. Predictions") @@ -92,11 +92,12 @@ def plot(self): tracker = FittingDataTracker() class OptimizedLShapeDetector(LShapeFittingDetector): - def __init__(self, min_rng_th_m=3.0, rng_th_rate=0.1, change_angle_deg=1.0, lossfunc='huber'): + def __init__(self, min_rng_th_m=3.0, rng_th_rate=0.1, change_angle_deg=1.0, lossfunc='huber', show_logger_debug=True): super().__init__(min_rng_th_m, rng_th_rate, change_angle_deg) self.f_scale = 0.05 # Tight tolerance for the final polish self.prev_rects = {} - self.lossfunc = lossfunc + self.lossfunc = lossfunc # Can be Cauchy, Huber, soft_l1, linear + self.show_logger_debug = show_logger_debug def _calculate_residuals(self, params, points, weights): """Standard SDF residuals used for the final polish.""" @@ -114,21 +115,6 @@ def _calculate_residuals(self, params, points, weights): # Signed Distance Field (SDF) logic res = np.sqrt(np.maximum(err_x, 0)**2 + np.maximum(err_y, 0)**2) + \ np.minimum(np.maximum(err_x, err_y), 0) - - # 3. THE HEADING UNLOCK: Variance Penalty - # If the box is tilted 15 degrees, the 'dy' values of points on - # the 'w' face will have high variance. - # We penalize the 'thickness' of the walls to force rotation. - is_w_face = np.abs(dx/w) > np.abs(dy/l) - is_l_face = ~is_w_face - - alignment_penalty = [] - if np.any(is_w_face): - # Points on the width face should have dy = 0 in a perfect fit - alignment_penalty.append(np.std(dy[is_w_face]) * 10.0) - if np.any(is_l_face): - # Points on the length face should have dx = 0 in a perfect fit - alignment_penalty.append(np.std(dx[is_l_face]) * 10.0) return np.concatenate([res * np.sqrt(weights)]) @@ -136,10 +122,18 @@ def _get_initial_guess(self, points_array): # points_array shape is (2, N) points_t = points_array.T # (N, 2) - # 1. Find the two farthest points (the diameter of the point cloud) - # For performance with many points, you could use a convex hull, - # but a simple pairwise distance or a search for min/max works for clusters. - from scipy.spatial.distance import pdist, squareform + # 1. Find Best Angle via Variance Criterion -- Global Heading Search + min_cost_angle = (-float("inf"), None) + for angle_rad in np.arange(0, np.pi/2 - self.CHANGE_ANGLE_RAD, self.CHANGE_ANGLE_RAD): + rotated_points = self._rotate_points(points_array, angle_rad) + cost = self._calculate_variance_criterion(rotated_points) + if min_cost_angle[0] < cost: + min_cost_angle = (cost, angle_rad) + + theta_init = min_cost_angle[1] + + # 2. Find the two farthest points (the diameter of the point cloud) + # and estimate center (cx, cy) if points_t.shape[0] > 2: # Finding the absolute farthest pair @@ -153,150 +147,58 @@ def _get_initial_guess(self, points_array): else: cx, cy = np.mean(points_array, axis=1) - # 1. Temporal Warm-Start - best_params = self._get_matching_prev_params(points_array) - #if best_params is not None: - #return [cx, cy, best_params[2], best_params[3], best_params[4]] - - # 2. PCA Fallback - cov = np.cov(points_array) + np.eye(2) * 1e-6 - evals, evecs = np.linalg.eig(cov) - sort_indices = np.argsort(evals)[::-1] - primary_vec = evecs[:, sort_indices[0]] - theta_init = atan2(primary_vec[1], primary_vec[0]) - - cos_t, sin_t = cos(theta_init), sin(theta_init) - dx_raw = cos_t * (points_array[0,:] - cx) + sin_t * (points_array[1,:] - cy) - dy_raw = -sin_t * (points_array[0,:] - cx) + cos_t * (points_array[1,:] - cy) + # 3. Box Dimensions (w, l) Estimation + cos_t, sin_t = np.cos(theta_init), np.sin(theta_init) - w_init = (np.max(dx_raw) - np.min(dx_raw)) + 0.2 - l_init = (np.max(dy_raw) - np.min(dy_raw)) + 0.2 + # Local coordinates relative to the chosen center and angle + dx = cos_t * (points_array[0,:] - cx) + sin_t * (points_array[1,:] - cy) + dy = -sin_t * (points_array[0,:] - cx) + cos_t * (points_array[1,:] - cy) + # Now w and l are guaranteed to be aligned with the best angle + w = np.max(dx) - np.min(dx) + l = np.max(dy) - np.min(dy) - return [cx, cy, theta_init, max(0.5, w_init), max(0.5, l_init)] + return [cx, cy, theta_init, max(0.5, w), max(0.5, l)] # Ensure minimum size to avoid degenerate boxes - def _get_matching_prev_params(self, current_points): - if not self.prev_rects: return None - cx_curr, cy_curr = np.mean(current_points, axis=1) - best_match, min_dist = None, 3.0 - for params in self.prev_rects.values(): - dist = np.hypot(cx_curr - params[0], cy_curr - params[1]) - if dist < min_dist: - min_dist = dist - best_match = params - return best_match def _calculate_rectangle(self, points_array): self.prev_rects = {} - # --- STAGE 1: THE ORIGINAL ZHANG SWEEP --- - # This finds the correct global orientation (0 or 90 deg) - # min_cost_angle = (-float("inf"), None) - # initial_angle_rad = 0.0 - # end_angle_rad = np.pi / 2.0 - self.CHANGE_ANGLE_RAD - - # for angle_rad in np.arange(initial_angle_rad, end_angle_rad, self.CHANGE_ANGLE_RAD): - # rotated_points = self._rotate_points(points_array, angle_rad) - # cost = self._calculate_variance_criterion(rotated_points) - # if min_cost_angle[0] < cost: - # min_cost_angle = (cost, angle_rad) - - # # Zhang's result - # best_angle = min_cost_angle[1] - # pts_at_best = self._rotate_points(points_array, best_angle) - # c1, c2 = pts_at_best[0, :], pts_at_best[1, :] - - # # Initial box parameters from Zhang sweep - # w_init = max(c1) - min(c1) - # l_init = max(c2) - min(c2) - # cx_init = (max(c1) + min(c1)) / 2.0 - # cy_init = (max(c2) + min(c2)) / 2.0 - # # Convert local center back to world coordinates - # cos_a, sin_a = cos(best_angle), sin(best_angle) - # cx_world = cos_a * cx_init - sin_a * cy_init - # cy_world = sin_a * cx_init + cos_a * cy_init + # --- STAGE 1: Get Initial Guess from L-Shape Fitting (Your Farthest-Point Logic) --- + init_guess = self._get_initial_guess(points_array) - # init_guess = [cx_world, cy_world, best_angle, w_init, l_init] - # init_guess = self._get_initial_guess(points_array) # Use improved initial guess - # # --- STAGE 2: THE OPTIMIZATION POLISH --- - # # We constrain the optimizer to only search +/- 5 degrees of the Zhang result. - # # This prevents the 15-degree drift or 45-degree diagonal issues. - # theta_search_window = np.radians(40.0) # Allow 5 degrees of movement - - # --- STAGE 1: ZHANG SWEEP (Global Heading Search) --- - min_cost_angle = (-float("inf"), None) - # ... (Your existing 90-degree sweep) ... - for angle_rad in np.arange(0, np.pi/2 - self.CHANGE_ANGLE_RAD, self.CHANGE_ANGLE_RAD): - rotated_points = self._rotate_points(points_array, angle_rad) - cost = self._calculate_variance_criterion(rotated_points) - if min_cost_angle[0] < cost: - min_cost_angle = (cost, angle_rad) - - best_angle = min_cost_angle[1] - - # --- STAGE 2: GEOMETRIC CENTERING (Your Farthest-Point Logic) --- - # Get the good cx, cy from your improved PCA/Farthest-point method - pca_guess = self._get_initial_guess(points_array) - - # 3. FIX: Re-project points to find W and L for THIS specific theta - # This prevents the 90-degree swap - cos_t, sin_t = np.cos(best_angle), np.sin(best_angle) - - # Local coordinates relative to the chosen center and angle - dx = cos_t * (points_array[0,:] - pca_guess[0]) + sin_t * (points_array[1,:] - pca_guess[1]) - dy = -sin_t * (points_array[0,:] - pca_guess[0]) + cos_t * (points_array[1,:] - pca_guess[1]) - - # Now w and l are guaranteed to be aligned with the Zhang angle - w_aligned = np.max(dx) - np.min(dx) - l_aligned = np.max(dy) - np.min(dy) - # --- STAGE 3: FINAL OPTIMIZATION POLISH --- - # BLEND THEM: - # Take CX, CY from PCA, but THETA from Zhang - init_guess = [ - pca_guess[0], # Good cx - pca_guess[1], # Good cy - best_angle, # Correct global theta - w_aligned, # w - l_aligned # l - ] + # --- STAGE 2: Domain for Optimization --- theta_window = np.radians(2.0) # Small window is fine now because theta is good - lower = np.array([-np.inf, -np.inf, best_angle - theta_window, w_aligned*0.9, l_aligned*0.9]) - upper = np.array([np.inf, np.inf, best_angle + theta_window, w_aligned*1.1, l_aligned*1.1]) + lower = np.array([-np.inf, -np.inf, init_guess[2] - theta_window, init_guess[3]*0.9, init_guess[4]*0.9]) + upper = np.array([np.inf, np.inf, init_guess[2] + theta_window, init_guess[3]*1.1, init_guess[4]*1.1]) # Simple uniform weights - #weights = np.ones(points_array.shape[1]) - weights = self._calculate_smart_weights(points_array) + # TODO: Implement a New method for weights based on point distribution + # This is because points closer to Lidar will have less noise and more denser distribution + weights = np.ones(points_array.shape[1]) # Calculate initial cost res_before = self._calculate_residuals(init_guess, points_array, weights) cost_before = 0.5 * np.sum(res_before**2) # Least squares cost is 0.5 * sum(r^2) try: - #print(f"Original params: cx={cx_world:.2f}, cy={cy_world:.2f}, theta={np.degrees(best_angle):.2f} deg, w={w_init:.2f}, l={l_init:.2f}") res = least_squares( self._calculate_residuals, init_guess, args=(points_array, weights), bounds=(lower, upper), loss=self.lossfunc, f_scale=.02 - # Explicitly define step sizes ) cx, cy, theta, w, l = res.x self.prev_rects = res.x - #print(f"Optimization succeeded with cost {res.cost:.4f}") - #print(f"Refined params: cx={cx:.2f}, cy={cy:.2f}, theta={np.degrees(theta):.2f} deg, w={w:.2f}, l={l:.2f}") + except: - # Fallback to Zhang result if optimization fails + # Fallback to Initial Guess if optimization fails cx, cy, theta, w, l = init_guess self.prev_rects = init_guess - - # --- STAGE 3: CREATE FINAL RECTANGLE --- - cos_t, sin_t = cos(theta), sin(theta) - c1_mid = cx * cos_t + cy * sin_t - c2_mid = -cx * sin_t + cy * cos_t - - # --- AFTER OPTIMIZATION --- + + # --- STAGE 3: After Optimization: Logging for Analysis --- if 'res' in locals(): - # Send to the global logger + # Calculate residuals after optimization final_params = res.x res_after = self._calculate_residuals(final_params, points_array, weights) @@ -305,70 +207,32 @@ def _calculate_rectangle(self, points_array): theta_diff = np.rad2deg(final_params[2] - init_guess[2]) tracker.log(len(tracker.data["time"]), res_before, res_after, init_guess, res.x) - print("-" * 30) - print(f"Optimization Report (Status: {res.message})") - print(f" Cost: {cost_before:.4f} -> {cost_after:.4f} ({improvement:.1f}% improvement)") - print(f" Theta: {np.rad2deg(init_guess[2]):.2f}° -> {np.rad2deg(final_params[2]):.2f}° (Δ: {theta_diff:.2f}°)") - print("-" * 30) + # --- PRINT REPORT --- + if self.show_logger_debug: + print("-" * 30) + print(f"Optimization Report (Status: {res.message})") + print(f" Cost: {cost_before:.4f} -> {cost_after:.4f} ({improvement:.1f}% improvement)") + print(f" Theta: {np.rad2deg(init_guess[2]):.2f}° -> {np.rad2deg(final_params[2]):.2f}° (Δ: {theta_diff:.2f}°)") + print("-" * 30) else: - print("Optimization failed; using Zhang's result.") + print("Optimization failed; using Initial Guess.") + + # --- STAGE 4: Create Final Rectangle --- + cos_t, sin_t = cos(theta), sin(theta) + c1_mid = cx * cos_t + cy * sin_t + c2_mid = -cx * sin_t + cy * cos_t - # --- DEBUG REPORT --- - return Rectangle(a=[cos_t, -sin_t, cos_t, -sin_t], b=[sin_t, cos_t, sin_t, cos_t], c=[c1_mid - w/2.0, c2_mid - l/2.0, c1_mid + w/2.0, c2_mid + l/2.0]) - - def _calculate_smart_weights(self, points_array): - # points_array is (2, N) - # 1. Distance-based weighting (Radial distance from sensor) - # Assumes sensor is at (0,0) in the local frame or use world coords - dists = np.linalg.norm(points_array, axis=0) - # Inverse square law: points twice as far are 4x less certain - dist_weights = 1.0 / (1.0 + dists**2) - - # 2. Local Density Weighting (Robustness to "Tail Points") - # We look at how many neighbors each point has within 20cm - from scipy.spatial import cKDTree - tree = cKDTree(points_array.T) - # Find number of neighbors within a 0.3m radius - neighbor_counts = tree.query_ball_point(points_array.T, r=0.3, return_length=True) - - # Normalize density: a point with 1 neighbor is "noisy", 10 is "dense" - density_weights = np.clip(neighbor_counts / 10.0, 0.1, 1.0) - - # Combined Weights - final_weights = dist_weights * density_weights - - # Normalize so the mean weight is 1.0 (keeps optimizer scaling stable) - return final_weights / np.mean(final_weights) - - def _apply_temporal_filter(self, current_params, prev_params): - """ - Smooths the box movement to stop high-frequency jitter. - """ - # Alpha: 1.0 = No smoothing, 0.1 = Very heavy smoothing - alpha_pos = 0.4 - alpha_rot = 0.2 # Lower alpha for rotation makes the heading more stable - - smoothed = np.zeros(5) - # Smooth Position (cx, cy) and Size (w, l) - for i in [0, 1, 3, 4]: - smoothed[i] = prev_params[i] + alpha_pos * (current_params[i] - prev_params[i]) - - # Smooth Rotation (theta) with Angle Wrapping - diff = (current_params[2] - prev_params[2] + np.pi) % (2 * np.pi) - np.pi - smoothed[2] = prev_params[2] + alpha_rot * diff - - return smoothed class DualLShapeDetector: - def __init__(self): + def __init__(self, show_logger_debug=True): # We initialize both the original and the optimized versions self.geometric_detector = LShapeFittingDetector() - self.optimized_detector = OptimizedLShapeDetector() + self.optimized_detector = OptimizedLShapeDetector(show_logger_debug=show_logger_debug) self.latest_rectangles_list = [] def update(self, point_cloud): diff --git a/src/components/detection/l_shape_fitting/robust_ls_5dproblem b/src/components/detection/l_shape_fitting/robust_ls_5dproblem deleted file mode 100644 index cbb2001a..00000000 --- a/src/components/detection/l_shape_fitting/robust_ls_5dproblem +++ /dev/null @@ -1,250 +0,0 @@ -""" -l_shape_fitting_detector.py - -Author: Shisato Yano -""" - -import sys -import copy -import itertools -import numpy as np -from collections import deque -from pathlib import Path -from math import sin, cos -from scipy.optimize import least_squares -from math import sin, cos, atan2 - -abs_dir_path = str(Path(__file__).absolute().parent) -sys.path.append(abs_dir_path + "/../../search/kd_tree") - -from l_shape_fitting_detector import LShapeFittingDetector -from kd_tree import KdTree -from rectangle import Rectangle - -""" -robust_least_squares_detector.py -""" -""" -robust_least_squares_detector.py -""" -class RobustRectangleFittingDetector(LShapeFittingDetector): - def __init__(self, min_rng_th_m=3.0, rng_th_rate=0.1, f_scale=0.1): - super().__init__(min_rng_th_m, rng_th_rate) - self.f_scale = f_scale # Sensitivity for M-estimator - self.prev_rects = {} # Temporal memory: {id: [cx, cy, theta, w, l]} - self.dt = 0.1 - - def calculate_density_weights(self, points): - from scipy.spatial.distance import cdist - dists = cdist(points.T, points.T) - density = np.sum(dists < 1.0, axis=1) - weights = 1.0 / density - return weights / np.mean(weights) - - def _calculate_residuals(self, params, points, weights=None, prev_params=None): - cx, cy, theta, w, l = params - - # 1. Transform points to the Box's Local Frame - cos_t, sin_t = np.cos(theta), np.sin(theta) - dx = cos_t * (points[0,:] - cx) + sin_t * (points[1,:] - cy) - dy = -sin_t * (points[0,:] - cx) + cos_t * (points[1,:] - cy) - - # 2. Face Assignment (Partitioning) - # Determine if a point is closer to a 'Width' edge or a 'Length' edge - # This is based on which distance-to-boundary is smaller - dist_to_w_edge = np.abs(np.abs(dx) - w/2.0) - dist_to_l_edge = np.abs(np.abs(dy) - l/2.0) - - is_width_face = dist_to_w_edge < dist_to_l_edge - is_length_face = ~is_width_face - - # 3. Calculate SDF Residuals - err_x = np.abs(dx) - (w / 2.0) - err_y = np.abs(dy) - (l / 2.0) - ext_dist = np.sqrt(np.maximum(err_x, 0)**2 + np.maximum(err_y, 0)**2) - int_dist = np.minimum(np.maximum(err_x, err_y), 0) - base_res = (ext_dist + int_dist) - - # 4. BALANCED WEIGHTING (The Solution) - # We ensure both faces provide equal total 'pull' on the optimizer - num_w = np.sum(is_width_face) - num_l = np.sum(is_length_face) - - # Avoid division by zero - weight_w = 1.0 / max(1, num_w) - weight_l = 1.0 / max(1, num_l) - - face_weights = np.where(is_width_face, weight_w, weight_l) - - # Combine with your existing density weights - final_base_res = base_res * np.sqrt(weights) * np.sqrt(face_weights) * 10.0 - - # 5. Constraints (Stretch, Tightness, Momentum) - actual_spread_w = np.max(dx) - np.min(dx) - actual_spread_l = np.max(dy) - np.min(dy) - stretch_penalty = np.array([ - max(0, actual_spread_w - w), - max(0, actual_spread_l - l) - ]) * 15.0 # Increased force to expand - - tightness = np.array([w, l]) * 0.01 - - if prev_params is not None: - state_stiffness = np.array([15.0, 15.0, 10.0, 5.0, 5.0]) - angle_diff = (theta - prev_params[2] + np.pi) % (2 * np.pi) - np.pi - diff = params - prev_params - diff[2] = angle_diff - state_momentum = diff * state_stiffness - return np.concatenate([final_base_res, stretch_penalty, tightness, state_momentum]) - - return np.concatenate([final_base_res, stretch_penalty, tightness]) - - def _get_initial_guess(self, points_array): - cx, cy = np.mean(points_array, axis=1) - - # 1. Temporal Warm-Start - best_params = self._get_matching_prev_params(points_array) - if best_params is not None: - return [cx, cy, best_params[2], best_params[3], best_params[4]] - - # 2. PCA Fallback - cov = np.cov(points_array) + np.eye(2) * 1e-6 - evals, evecs = np.linalg.eig(cov) - sort_indices = np.argsort(evals)[::-1] - primary_vec = evecs[:, sort_indices[0]] - theta_init = atan2(primary_vec[1], primary_vec[0]) - - cos_t, sin_t = cos(theta_init), sin(theta_init) - dx_raw = cos_t * (points_array[0,:] - cx) + sin_t * (points_array[1,:] - cy) - dy_raw = -sin_t * (points_array[0,:] - cx) + cos_t * (points_array[1,:] - cy) - - w_init = (np.max(dx_raw) - np.min(dx_raw)) + 0.2 - l_init = (np.max(dy_raw) - np.min(dy_raw)) + 0.2 - - return [cx, cy, theta_init, max(0.5, w_init), max(0.5, l_init)] - - def _optimize_rectangle(self, points, weights, prev_params=None): - # 1. Warm Start vs. Cold Start - if prev_params is not None: - init = np.array(prev_params) - # Optional: Center 'init' on the current points to help convergence - init[0:2] = np.mean(points, axis=1) - else: - init = self._get_initial_guess(points) - - # 2. Define Global Physical Limits - # [cx, cy, theta, w, l] - lower = np.array([-np.inf, -np.inf, -np.pi, 0.5, 0.5]) - upper = np.array([np.inf, np.inf, np.pi, 40.0, 40.0]) - - # 3. Apply Local Tracking Constraints (The Jitter Killer) - if prev_params is not None: - # We allow the box to move/change only by a fixed amount per frame - # This is much safer than percentages - slack = np.array([2.0, 2.0, np.radians(5), 0.5, 0.5]) - - # Update bounds based on previous state - local_lower = prev_params - slack - local_upper = prev_params + slack - - # Ensure we don't exceed global physical limits - lower = np.maximum(lower, local_lower) - upper = np.minimum(upper, local_upper) - - # 4. Final Safety Check: Ensure init is strictly inside the bounds - # Scipy's 'trf' method crashes if init is exactly on the boundary - init = np.clip(init, lower + 1e-4, upper - 1e-4) - - # FINAL GUARD: If somehow lower >= upper, reset to global bounds - invalid_mask = lower >= upper - if np.any(invalid_mask): - lower[invalid_mask] = -np.inf # or a safe default - upper[invalid_mask] = np.inf - - res = least_squares( - self._calculate_residuals, - init, - args=(points, weights, prev_params), - loss='cauchy', - f_scale=0.03, - bounds=(lower, upper), - method='trf' - ) - return res.x - - def _search_rectangles(self, clusters_list): - new_rects_params = {} - rectangles_list = [] - self.alpha = 0.3 # Smoother alpha for stable tracking - - for i, cluster in enumerate(clusters_list): - if len(cluster) < 5: continue - points = np.concatenate([p.get_point_array() for p in cluster], 1) - weights = self.calculate_density_weights(points) - prev_params = self._get_matching_prev_params(points) - - try: - opt_params = self._optimize_rectangle(points, weights, prev_params) - - if prev_params is not None: - final_params = self._apply_temporal_filter(opt_params, prev_params) - else: - final_params = opt_params - - # Store smoothed for memory, but use final for display - new_rects_params[i] = final_params - rectangles_list.append(self._create_rectangle_obj(*final_params)) - except Exception as e: - print(f"Optimization Error: {e}") - - self.prev_rects = new_rects_params - self.latest_rectangles_list = rectangles_list - - def _apply_temporal_filter(self, current, previous): - smoothed = np.zeros_like(current) - indices_to_smooth = [0, 1, 3, 4] - for idx in indices_to_smooth: - smoothed[idx] = previous[idx] + self.alpha * (current[idx] - previous[idx]) - - angle_diff = (current[2] - previous[2] + np.pi) % (2 * np.pi) - np.pi - smoothed[2] = previous[2] + self.alpha * angle_diff - return smoothed - - def _get_matching_prev_params(self, current_points): - if not self.prev_rects: return None - cx_curr, cy_curr = np.mean(current_points, axis=1) - best_match, min_dist = None, 3.0 - for params in self.prev_rects.values(): - dist = np.hypot(cx_curr - params[0], cy_curr - params[1]) - if dist < min_dist: - min_dist = dist - best_match = params - return best_match - - def _create_rectangle_obj(self, cx, cy, theta, w, l): - cos_t, sin_t = cos(theta), sin(theta) - c1_mid = cx * cos_t + cy * sin_t - c2_mid = -cx * sin_t + cy * cos_t - c_params = [c1_mid - w/2.0, c2_mid - l/2.0, c1_mid + w/2.0, c2_mid + l/2.0] - return Rectangle(a=[cos_t, -sin_t, cos_t, -sin_t], - b=[sin_t, cos_t, sin_t, cos_t], - c=c_params) - - def _apply_temporal_filter(self, current, previous): - """ - Alpha-Beta style smoothing for center, size, and orientation. - """ - smoothed = np.zeros_like(current) - - # Smooth Position (cx, cy) and Size (w, l) - # formula: x_filt = x_prev + alpha * (x_meas - x_prev) - indices_to_smooth = [0, 1, 3, 4] - for idx in indices_to_smooth: - smoothed[idx] = previous[idx] + self.alpha * (current[idx] - previous[idx]) - - # Smooth Orientation (theta) with Angle Wrapping - # We find the shortest path between the two angles - angle_diff = (current[2] - previous[2] + np.pi) % (2 * np.pi) - np.pi - smoothed[2] = previous[2] + self.alpha * angle_diff - - return smoothed \ No newline at end of file diff --git a/src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.gif b/src/simulations/perception/point_cloud_rectangle_fitting/point_cloud_robustLS_rectangle_fitting.gif new file mode 100644 index 0000000000000000000000000000000000000000..e28e34cf1409c6891c2acf0928f4eb1b4d72c5be GIT binary patch literal 1828007 zcmeF&RZtw!*C6noVQ|SH!65{9cgsKsZUKTrfDjyl2hZT{I=H*LLvVLbNN|_n5E5qd zuWxJjWgqupYwNpJ-BtZ|&#Agqeb4zFIR#l^5mOoz8kA4~czSvQ{=NS_z|;8n_{z%4 z(cUpBDXD>hfryBRr>7?a1A~Qyg`AvRX=!O_XlPqo8v=p&LqhVKiS=Gi;kTgB%T3nkD(E_?jCUL?&%iEk|RhomrMpS}+ ze)%$zzdBI9yTkJOG&b))N&4^g|5pZHBC%E9XlcHdQh&qC$&CW~7v0MT2nY)>2iX4; 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