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@@ -64,22 +64,29 @@ Coupled with global contrastive learning over a 2M-scale concept memory bank, On
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### Video Processing Pipeline
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The visualization below illustrates four different video processing pipelines.
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(1) Original Video: a continuous 64-frame sequence that preserves the complete temporal context.
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(2) Uniform Frame Sampling: a conventional strategy that selects 4–8 evenly spaced frames; while simple and efficient, it is inherently lossy and fails to capture fine-grained inter-frame motion.
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(3) Temporal Saliency Detection: a global analysis of all 64 frames to identify regions rich in temporal information, including motion patterns, appearance variations, and semantic events.
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(4) Codec-Style Patch Extraction: selective extraction of the temporally salient patches in a zigzag order, achieving 75–98% compression while retaining critical temporal dynamics.
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The visualization below illustrates four different video processing pipelines.
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(1) **Original Video**: a continuous 64-frame sequence that preserves the complete temporal context.
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(2) **Uniform Frame Sampling**: a conventional strategy that selects 4–8 evenly spaced frames; while simple and efficient, it is inherently lossy and fails to capture fine-grained inter-frame motion.
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(3) **Temporal Saliency Detection**: a global analysis of all 64 frames to identify regions rich in temporal information, including motion patterns, appearance variations, and semantic events.
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(4) **Codec-Style Patch Extraction**: selective extraction of the temporally salient patches in a zigzag order, achieving 75–98% compression while retaining critical temporal dynamics.
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<div align="center">
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<table>
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<table style="width: 100%; max-width: 1200px; table-layout: fixed;">
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<tr>
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<td align="center">
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<img src="https://raw.githubusercontent.com/anxiangsir/asset/main/OneVision/case5.gif" alt="Case 5 Demonstration" width="800"><br>
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<th style="width: 25%;">(1) </th>
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<th style="width: 25%;">(2) </th>
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<th style="width: 25%;">(3) </th>
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<th style="width: 25%;">(4) </th>
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</tr>
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<tr>
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<td colspan="4" align="center">
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<img src="https://raw.githubusercontent.com/anxiangsir/asset/main/OneVision/gifs/case4.gif" alt="Case 4 Demonstration" width="800"><br>
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</td>
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</tr>
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<tr>
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<td align="center">
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<img src="https://raw.githubusercontent.com/anxiangsir/asset/main/OneVision/case8.gif" alt="Case 4 Demonstration" width="800"><br>
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<td colspan="4" align="center">
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<img src="https://raw.githubusercontent.com/anxiangsir/asset/main/OneVision/gifs/case6.gif" alt="Case 6 Demonstration" width="800"><br>
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</td>
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</tr>
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</table>

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