-
Notifications
You must be signed in to change notification settings - Fork 1
Expand file tree
/
Copy pathindex.html
More file actions
420 lines (379 loc) · 19.4 KB
/
index.html
File metadata and controls
420 lines (379 loc) · 19.4 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="description"
content="CSN - Collection Space Navigator: Interactive Visualization Interface for Multidimensional Datasets.">
<meta name="keywords" content="Multidimensional data, Visualization, TSNE, UMAP, embeddings">
<meta name="viewport" content="width=device-width, initial-scale=1">
<!-- Google scholar tags-->
<meta name="citation_title" content="Collection Space Navigator: An Interactive Visualization Interface for Multidimensional Datasets" />
<meta name="citation_author" content="Tillmann Ohm" />
<meta name="citation_author" content="Mar Canet Sola" />
<meta name="citation_author" content="Andres Karjus" />
<meta name="citation_author" content="Maximilian Schich" />
<meta name="citation_journal_title" content="Proceedings of the 16th International Symposium on Visual Information Communication and Interaction" />
<meta name="citation_abstract" content="We introduce the Collection Space Navigator (CSN), a browser-based visualization tool to explore, research, and curate large collections of visual digital artifacts..."/>
<meta name="citation_pdf_url" content="https://dl.acm.org/doi/pdf/10.1145/3615522.3615546" />
<title>CSN - Collection Space Navigator</title>
<link href="https://fonts.googleapis.com/css?family=Google+Sans|Noto+Sans|Castoro"
rel="stylesheet">
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.3.0/css/all.min.css">
<link rel="stylesheet" href="./static/css/bulma.min.css">
<link rel="stylesheet" href="./static/css/bulma-carousel.min.css">
<link rel="stylesheet" href="./static/css/bulma-slider.min.css">
<link rel="stylesheet" href="./static/css/fontawesome.all.min.css">
<link rel="stylesheet"
href="https://cdn.jsdelivr.net/gh/jpswalsh/academicons@1/css/academicons.min.css">
<link rel="stylesheet" href="./static/css/index.css">
<link rel="icon" href="./static/images/favicon.png">
<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.5.1/jquery.min.js"></script>
<script defer src="./static/js/fontawesome.all.min.js"></script>
<script src="./static/js/bulma-carousel.min.js"></script>
<script src="./static/js/bulma-slider.min.js"></script>
<script src="./static/js/index.js"></script>
<style>
ul {
list-style-type: disc; /* This sets the default bullet style */
}
</style>
</head>
<body>
<section class="hero">
<div class="hero-body">
<div class="container is-max-desktop">
<div class="columns is-centered">
<div class="column has-text-centered">
<h1 class="title is-1 publication-title">Collection Space Navigator:</h1>
<h2 class="is-size-3 publication-title">
An Interactive Visualization Interface for Multidimensional Datasets
</h2>
<div class="is-size-5 publication-authors">
<span class="author-block">
<a href="https://tillmannohm.com/">Tillmann Ohm*</a><sup>‡</sup><sup>1</sup><sup>,</sup><sup>4</sup>,
</span>
<span class="author-block">
<a href="https://var-mar.info">Mar Canet Sola*</a><sup>‡</sup><sup>2</sup><sup>,</sup><sup>4</sup>,
</span></div>
<div class="is-size-5 publication-authors">
<span class="author-block">
<a href="https://andreskarjus.github.io/">Andres Karjus</a><sup>1</sup><sup>,</sup><sup>4</sup>,
</span>
<span class="author-block">
<a href="https://www.schich.info/">Maximilian Schich</a><sup>2</sup><sup>,</sup><sup>4</sup>
</span>
</div>
<div class="is-size-6 publication-authors">
<span class="author-block"><sup>1</sup><a href="https://www.tlu.ee/en/dt">School of Digital Technology, Tallinn University, Estonia</a></span>
<span class="author-block"><sup>2</sup><a href="https://www.tlu.ee/en/bfm">Baltic Film, Media, and Arts School, Tallinn University, Estonia</a></span><br/>
<span class="author-block"><sup>3</sup><a href="https://www.tlu.ee/en/ht">School of Humanities, Tallinn University, Estonia</a></span>
<span class="author-block"><sup>4</sup><a href="http://cudan.tlu.ee/">ERA Chair for Cultural Data Analytics, Tallinn University, Estonia</a></span><br/>
<span class="author-block"><sup>‡</sup>Corresponding authors: tillmann.ohm@tlu.ee , mar.canet@tlu.ee</span><br/>
<span class="author-block"><sup>*</sup>First authors (equal contributions)</span><br/>
</div>
<div class="column has-text-centered">
<div class="publication-links">
<!-- PDF Link. -->
<span class="link-block">
<a href="https://collection-space-navigator.github.io/CSN/"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="fas fa-desktop"></i>
</span>
<span>CSN Demo</span>
</a>
</span>
<span class="link-block">
<a href="https://doi.org/10.1145/3615522.3615546"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="fas fa-file-pdf"></i>
</span>
<span>CSN Paper</span>
</a>
</span>
<span class="link-block">
<a href="https://arxiv.org/abs/2305.06809"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="ai ai-arxiv"></i>
</span>
<span>CSN ArXiv Paper</span>
</a>
</span>
<!-- Video Link. -->
<!--
<span class="link-block">
<a href="https://www.youtube.com/watch?v=MrKrnHhk8IA"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="fab fa-youtube"></i>
</span>
<span>CSN Video Tutorials</span>
</a>
</span>
-->
<!-- Code Link. -->
<span class="link-block">
<a href="https://github.com/Collection-Space-Navigator/CSN"
class="external-link button is-normal is-rounded is-dark">
<span class="icon">
<i class="fab fa-github"></i>
</span>
<span>CSN Code</span>
</a>
</span>
</div>
</div>
</div>
</div>
</div>
</div>
</section>
<section class="hero teaser">
<div class="container is-max-desktop">
<div class="columns is-centered has-text-centered">
<img src="./static/images/figure1_.png">
</div>
</div>
</section>
<section class="section">
<div class="container is-max-desktop">
<!-- Abstract. -->
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<h2 class="title is-3">Abstract</h2>
<div class="content has-text-justified">
<p>
We introduce the Collection Space Navigator (CSN), a browser-based visualization tool to explore, research, and curate large collections of visual digital artifacts that are associated with multidimensional data, such as vector embeddings or tables of metadata. Media objects such as images are often encoded as numerical vectors, for e.g. based on metadata or using machine learning to embed image information. Yet, while such procedures are widespread for a range of applications, it remains a challenge to explore, analyze, and understand the resulting multidimensional spaces in a more comprehensive manner. Dimensionality reduction techniques such as t-SNE or UMAP often serve to project high-dimensional data into low dimensional visualizations, yet require interpretation themselves as the remaining dimensions are typically abstract. Here, the Collection Space Navigator provides a customizable interface that combines two-dimensional projections with a set of configurable multidimensional filters. As a result, the user is able to view and investigate collections, by zooming and scaling, by transforming between projections, by filtering dimensions via range sliders, and advanced text filters. Insights that are gained during the interaction can be fed back into the original data via ad hoc exports of filtered metadata and projections. This paper comes with a functional showcase demo using a large digitized collection of classical Western art. The Collection Space Navigator is open source. Users can reconfigure the interface to fit their own data and research needs, including projections and filter controls. The CSN is ready to serve a broad community.
</p>
</div>
</div>
</div>
<!--/ Abstract. -->
<!-- Paper video. -->
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<h2 class="title is-3">Tool description</h2>
<div class="content has-text-justified">
<p>
The Collection Space Navigator (CSN) is an explorative visualization tool for researching collections and their multidimensional representations. We designed this tool to better understand multidimensional data, its methods, and semantic qualities through spatial navigation and filtering. CSN can be used with any image collection and can be customized for specific research needs (see <a href="https://github.com/Collection-Space-Navigator/CSN/blob/main/CSN_notebook.ipynb" target="_blank">Jupyter Notebook</a> or <a href="https://github.com/Collection-Space-Navigator/CSN/blob/main/CSN_colab.ipynb" target="_blank">Google Colab</a>).
</p>
</div>
<!---
<div class="publication-video">
<iframe src="https://www.youtube.com/embed/--?rel=0&showinfo=0" frameborder="0" allow="autoplay; encrypted-media" allowfullscreen></iframe>
</div>
-->
</div>
</div>
<!--/ Paper video. -->
</div>
</section>
<section class="section">
<div class="container is-max-desktop">
<div class="columns is-centered">
<!-- Filtering. -->
<div class="column">
<div class="content">
<h2 class="title is-3">Filtering</h2>
<video id="filtering-video" autoplay controls muted loop playsinline height="100%" poster="./static/videos/filtering_compression.jpg">
<source src="./static/videos/filtering_compression.mp4" type="video/mp4">
</video>
<p>
CSN allows users to filter and explore their collections using interactive and customizable Dimension Filters based on metadata and vector embeddings.
</p>
</div>
</div>
<!--/ Filtering. -->
<!-- Diferent projections. -->
<div class="column">
<div class="content">
<h2 class="title is-3">Projections</h2>
<video id="projection-video" autoplay controls muted loop playsinline height="100%" poster="./static/videos/projection_compression2.jpg">
<source src="./static/videos/projection_compression2.mp4" type="video/mp4">
</video>
<p>
CSN provides customizable projections for visualizing and analyzing collections in two-dimensional space with the ability to zoom, scale, and switch between different projections.
</p>
</div>
</div>
</div>
<div class="columns is-centered">
<!-- Clusters. -->
<div class="column">
<div class="content">
<h2 class="title is-3">Clusters</h2>
<video id="clusters-video" autoplay controls muted loop playsinline height="100%" poster="./static/videos/clusters_compression_short_cursor.jpg">
<source src="./static/videos/clusters_compression_short_cursor.mp4" type="video/mp4">
</video>
<p>
CSN allows categorical data to be displayed using colored frames in the Projections Area to reveal patterns and clusters.
</p>
</div>
</div>
<!--/ Clusters. -->
<!-- Time. -->
<div class="column">
<h2 class="title is-3">2D Plots</h2>
<div class="columns is-centered">
<div class="column content">
<video id="time-video" autoplay controls muted loop playsinline height="100%" poster="./static/videos/time_compression.jpg">
<source src="./static/videos/time_compression.mp4" type="video/mp4">
</video>
<p>
CSN can also be used to display 2D plots with other types of data, such as time series.
</p>
</div>
</div>
</div>
<!--/ Time. -->
</div>
<div class="columns is-centered">
<!-- Querying. -->
<div class="column">
<h2 class="title is-3">Querying</h2>
<div class="columns is-centered">
<div class="column content">
<video id="querying-video" autoplay controls muted loop playsinline height="100%" poster="./static/videos/querying_compression.jpg">
<source src="./static/videos/querying_compression.mp4" type="video/mp4">
</video>
<p>
CSN supports complex and nested search queries with Boolean operators like AND, OR, equal (==) and not equal (!=).
</p>
</div>
</div>
</div>
<!--/ Querying. -->
<!-- Export. -->
<div class="column">
<h2 class="title is-3">Export</h2>
<div class="columns is-centered">
<div class="column content">
<video id="export-video" autoplay controls muted loop playsinline height="100%" poster="./static/videos/export_compression.jpg">
<source src="./static/videos/export_compression.mp4" type="video/mp4">
</video>
<p>
CSN allows to export the metadata of the currently filtered objects as CSV file and the current projection view as PNG.
</p>
</div>
</div>
</div>
<!--/ Export. -->
</div>
<!-- Paper video. -->
<div class="columns is-centered has-text-centered">
<div class="column is-four-fifths">
<h2 class="title is-3">Data Preparation</h2>
<video id="data-preparation-video" controls playsinline height="100%" style="border: solid black 1px" poster="">
<source src="./static/videos/data_preparation.mp4" type="video/mp4">
</video>
<p>
Using <a href="https://github.com/Collection-Space-Navigator/CSN/blob/main/CSN_notebook.ipynb" target="_blank">Jupyter Notebook</a> or <a href="https://github.com/Collection-Space-Navigator/CSN/blob/main/CSN_colab.ipynb" target="_blank">Google Colab</a>, preparing datasets to build a customized version of the Collection Space Navigator is made easy.
</p>
</div>
</div>
<!--/ Paper video. -->
<!-- Acknowledgements. -->
<div class="columns is-centered">
<div class="column is-full-width">
<h2 class="title is-3">Acknowledgements</h2>
<div class="content has-text-justified">
Tillmann Ohm and Mar Canet Solà designed, co-authored, and developed the Collection Space Navigator (CSN) software. Tilmann Ohm, Mar Canet Solà, Anders Karjus, Maximilian Schich contributed to the broader research design, including initial applications of the CSN. The authors further thank the members of the <a href="https://cudan.tlu.ee/">CUDAN Research Group</a> for useful discussions. All authors are supported by <a href="https://cudan.tlu.ee/">ERA Chair for Cultural Data Analytics</a>, funded through the European Union’s Horizon 2020 research and innovation program (Grant No.810961).
</div>
</div>
</div>
<!--/ Acknowledgements. -->
<!-- License. -->
<div class="columns is-centered">
<div class="column is-full-width">
<h2 class="title is-3">License</h2>
<div class="content has-text-justified">
The CSN tool is open source released as <a href="https://en.wikipedia.org/wiki/MIT_License">MIT license</a>.
</div>
</div>
</div>
<!--/ License. -->
</div>
</section>
<section class="section">
<div class="container is-max-desktop">
<h2 class="title is-3">Use Cases</h2>
<ul>
<li><a href="https://datalab.landesmuseum.de/CSN/" target="_blank">Datalab</a> - Exploring the art collection of Badisches Landesmuseum Karlsruhe and Allard Pierson Amsterdam</li>
<li><a href="https://csn.kinokroonika.ee/" target="_blank">Kinokroonika</a> - Exploring patterns and trends in Estonian Newsreels </li>
<li><a href="https://style-aligned-artwork-datasets.github.io/fruit-explorer/" target="_blank">fruit-SALAD Explorer</a> - Investigating how Vision Models perceive the world</li>
</ul>
<br/>
If you use CSN in your project please let us know. We would like to add your work to the list of use cases.
</div>
</section>
<section class="section" id="BibTeX">
<div class="container is-max-desktop content">
<h2 class="title">BibTeX</h2>
<pre><code>@inproceedings{ohm2023collection,
title={Collection space navigator: an interactive visualization interface for multidimensional datasets},
author={Ohm, Tillmann and Canet Sola, Mar and Karjus, Andres and Schich, Maximilian},
booktitle={Proceedings of the 16th International Symposium on Visual Information Communication and Interaction},
pages={1--5},
year={2023}
}</code></pre>
<br/>
<pre><code>@misc{ohm2023collection,
title={Collection Space Navigator: An Interactive Visualization Interface for Multidimensional Datasets},
author={Tillmann Ohm
and Mar Canet Solà
and Andres Karjus
and Maximilian Schich},
year={2023},
eprint={2305.06809},
archivePrefix={arXiv},
primaryClass={cs.CV}
}</code></pre>
</div>
</section>
<section class="section">
<div class="container is-max-desktop">
<div class="columns is-centered">
<!-- Concurrent Work. -->
<div class="columns is-centered">
<div class="column is-full-width">
<h2 class="title is-3">Related Work</h2>
<div class="content has-text-justified">
<p>
<a href="https://arxiv.org/abs/2205.10271" target="_blank">Compression ensembles quantify aesthetic complexity and the evolution of visual art</a> by Andres Karjus, Mar Canet Solà, Tillmann Ohm, Sebastian E. Ahnert, Maximilian Schich (2022)
</p>
<p>
The CSN code is partly based on the <a href="https://github.com/GrantCuster/umap-explorer" target="_blank">umap-explorer</a> by <a href="https://grantcuster.com/" target="_blank">GrantCuster</a>.
</p>
</div>
</div>
</div>
<!--/ Concurrent Work. -->
</div>
</section>
<footer class="footer">
<div class="container">
<div class="content has-text-centered">
<a class="icon-link"
href="./static/CSN_vinci23_paper.pdf">
<i class="fas fa-file-pdf"></i>
</a>
<a class="icon-link" href="https://collection-space-navigator.github.io/CSN/" class="external-link" disabled>
<i class="fab fa-github"></i>
</a>
</div>
<div class="columns is-centered">
<div class="column is-8">
<div class="content has-text-centered">
<p>
This website build using the <a
href="https://github.com/nerfies/nerfies.github.io">nerfies template</a>.
</p>
</div>
</div>
</div>
</div>
</footer>
</body>
</html>