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@@ -173,45 +173,44 @@ homepage: https://vlar-group.github.io/PhysInOne.html
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  </a>
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  </p>
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- <div class="physinone-card" style="position: relative; line-height: 1.4;">
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- <aside style="position: fixed; top: 96px; left: 24px; width: 260px; max-height: calc(100vh - 120px); overflow-y: auto; padding: 16px; border: 1px solid #e5e7eb; border-radius: 12px; background: #f9fafb; font-size: 13.5px; line-height: 1.55; z-index: 20;">
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  <strong>๐Ÿงญ Navigation</strong><br><br>
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  <a href="#summary">๐Ÿ“Œ Summary</a><br>
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  <a href="#release-timetable">๐Ÿš€ Release Timetable</a><br>
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  <a href="#dataset-structure">๐Ÿ“ฆ Dataset Structure</a><br>
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  <a href="#data-splits">๐Ÿ“Š Data Splits</a><br>
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  <a href="#data-fields">๐Ÿงฉ Data Fields</a><br>
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- &nbsp;&nbsp;&nbsp;โ€ข <a href="#physical-phenomena">Physical Phenomena</a><br>
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  <a href="#annotation-details">๐Ÿ“ Annotation Details</a><br>
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- &nbsp;&nbsp;&nbsp;โ€ข <a href="#depth">Depth</a><br>
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- &nbsp;&nbsp;&nbsp;โ€ข <a href="#segmentation">Segmentation</a><br>
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- &nbsp;&nbsp;&nbsp;โ€ข <a href="#captions">Captions</a><br>
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- &nbsp;&nbsp;&nbsp;โ€ข <a href="#trajectories">Trajectories</a><br>
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- &nbsp;&nbsp;&nbsp;โ€ข <a href="#cameras">Cameras</a><br>
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- &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;โ—ฆ <a href="#camera-json-structure">Camera JSON structure</a><br>
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- &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;โ—ฆ <a href="#dynamic-camera-behavior">Dynamic camera behavior</a><br>
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- &nbsp;&nbsp;&nbsp;โ€ข <a href="#point-clouds">Point Clouds</a><br>
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  <a href="#how-to-download">๐Ÿ“ฅ How to Download</a><br>
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- &nbsp;&nbsp;&nbsp;<a href="#download-scripts">1. Download Scripts</a><br>
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- &nbsp;&nbsp;&nbsp;<a href="#install-dependencies">2. Install Dependencies</a><br>
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- &nbsp;&nbsp;&nbsp;<a href="#filter-cases">3. Filter Cases</a><br>
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- &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href="#filter-by-split">3.1 Split</a><br>
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- &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href="#filter-by-split-and-activity">3.2 Split + Activity</a><br>
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- &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href="#filter-by-phenomenon">3.3 Phenomenon</a><br>
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- &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;<a href="#random-sampling">3.4 Random Sampling</a><br>
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- &nbsp;&nbsp;&nbsp;<a href="#download-selected-cases">4. Download Cases</a><br>
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  <a href="#license">๐Ÿ“œ License</a><br>
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  <a href="#citation">๐Ÿ“š Citation</a><br>
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  <a href="#contact">๐Ÿ“ฎ Contact</a><br>
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  </aside>
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- <main style="min-width: 0; line-height: 1.38; font-size: 15px; margin-left: 310px; max-width: calc(100% - 330px);">
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  <h2 id="summary" style="margin-left: 0; font-size: 1.9em; line-height: 1.22; margin-top: 1.2em; margin-bottom: 0.5em;">๐Ÿ“Œ Summary</h2>
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  <div style="margin-left: 24px;">
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-
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  **PhysInOne** is a large-scale synthetic dataset for visual physics learning and reasoning. It contains **153,810 dynamic 3D scenes** and **2 million annotated videos**, covering **71 basic physical phenomena** across four domains of everyday physics: **mechanics**, **optics**, **fluid dynamics**, and **magnetism**.
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  Each scene may contain multi-object and multi-physics interactions in complex 3D environments. PhysInOne provides rich annotations including RGB videos, depth maps, object masks, 3D trajectories, camera poses, object meshes, material properties, and textual descriptions.
@@ -226,7 +225,7 @@ The dataset is designed to support research on physics-aware video generation, f
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  </div>
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  <div style="padding: 12px; border: 1px solid #e5e7eb; border-radius: 10px; background: #fafafa;">
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- <strong>2M</strong><br>
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  <span style="font-size: 13px;">Annotated videos</span>
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  </div>
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@@ -247,7 +246,6 @@ The dataset is designed to support research on physics-aware video generation, f
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  <h2 id="release-timetable" style="margin-left: 0; font-size: 1.9em; line-height: 1.22; margin-top: 1.2em; margin-bottom: 0.5em;">๐Ÿš€ Release Timetable</h2>
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  <div style="margin-left: 24px;">
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-
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  | Component | Progress | Status | Notes |
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  | --------------------- | ----------------------------- | ------------ | --------------------------------- |
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  | SubSet | `โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ`100% | Released | |
@@ -270,7 +268,6 @@ For large-scale downloading and filtering, please refer to the **How to Download
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  <h2 id="dataset-structure" style="margin-left: 0; font-size: 1.9em; line-height: 1.22; margin-top: 1.2em; margin-bottom: 0.5em;">๐Ÿ“ฆ Dataset Structure</h2>
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  <div style="margin-left: 24px;">
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273
-
274
  TODO
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  </div>
@@ -278,7 +275,6 @@ TODO
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  <h2 id="data-splits" style="margin-left: 0; font-size: 1.9em; line-height: 1.22; margin-top: 1.2em; margin-bottom: 0.5em;">๐Ÿ“Š Data Splits</h2>
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  <div style="margin-left: 24px;">
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281
-
282
  PhysInOne is divided into three primary splits: **Train**, **Val**, and **Test**.
283
 
284
  - Train Split: contains 122,988 scenes.
@@ -294,11 +290,9 @@ This design guarantees that training, validation, and test sets are fully separa
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  <h2 id="data-fields" style="margin-left: 0; font-size: 1.9em; line-height: 1.22; margin-top: 1.2em; margin-bottom: 0.5em;">๐Ÿงฉ Data Fields</h2>
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  <div style="margin-left: 24px;">
296
 
297
-
298
- <h3 id="physical-phenomena" style="font-size: 1.35em; margin-top: 0.75em; margin-bottom: 0.22em; line-height: 1.2; margin-left: 0;"><span style="display: inline-block; width: 1.08em;">&bull;</span>Physical Phenomenon and Abbreviations</h3>
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  <div style="margin-left: 16px;">
300
 
301
-
302
  <details>
303
  <summary>Click to expand full abbreviation table</summary>
304
 
@@ -393,21 +387,18 @@ This naming convention allows users to quickly parse scene metadata and link it
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  <h2 id="annotation-details" style="margin-left: 0; font-size: 1.9em; line-height: 1.22; margin-top: 1.2em; margin-bottom: 0.5em;">๐Ÿ“ Annotation Details</h2>
394
  <div style="margin-left: 24px;">
395
 
396
-
397
  PhysInOne provides synchronized visual and physical annotations for each dynamic 3D scene.
398
 
399
- <h3 id="depth" style="font-size: 1.35em; margin-top: 0.75em; margin-bottom: 0.22em; line-height: 1.2; margin-left: 0;"><span style="display: inline-block; width: 1.08em;">&bull;</span>Depth</h3>
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  <div style="margin-left: 16px;">
401
 
402
-
403
  Depth maps are provided in `.npz` format and are expressed in meters.
404
 
405
  </div>
406
 
407
- <h3 id="segmentation" style="font-size: 1.35em; margin-top: 0.75em; margin-bottom: 0.22em; line-height: 1.2; margin-left: 0;"><span style="display: inline-block; width: 1.08em;">&bull;</span>Segmentation</h3>
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  <div style="margin-left: 16px;">
409
 
410
-
411
  Segmentation masks encode background, static foreground objects, and dynamic foreground objects.
412
 
413
  Expected encoding:
@@ -420,26 +411,23 @@ Expected encoding:
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421
  </div>
422
 
423
- <h3 id="captions" style="font-size: 1.35em; margin-top: 0.75em; margin-bottom: 0.22em; line-height: 1.2; margin-left: 0;"><span style="display: inline-block; width: 1.08em;">&bull;</span>Captions</h3>
424
  <div style="margin-left: 16px;">
425
 
426
-
427
  Each scene includes a `caption.txt` file containing an English paragraph that describes the visual elements and the physical activity.
428
 
429
  </div>
430
 
431
- <h3 id="trajectories" style="font-size: 1.35em; margin-top: 0.75em; margin-bottom: 0.22em; line-height: 1.2; margin-left: 0;"><span style="display: inline-block; width: 1.08em;">&bull;</span>Trajectories</h3>
432
  <div style="margin-left: 16px;">
433
 
434
-
435
  TODO
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437
  </div>
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439
- <h3 id="cameras" style="font-size: 1.35em; margin-top: 0.75em; margin-bottom: 0.22em; line-height: 1.2; margin-left: 0;"><span style="display: inline-block; width: 1.08em;">&bull;</span>Cameras</h3>
440
  <div style="margin-left: 16px;">
441
 
442
-
443
  Each scene includes multiple camera viewpoints to support 3D perception, reconstruction, and physics-based visual reasoning tasks.
444
 
445
  - Taichi-based MPM simulations (elastic solids, plasticine, granular substances, some Newtonian and Non-Newtonian fluids): 15 static cameras + 1 dynamic camera
@@ -468,13 +456,11 @@ Per camera:
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469
  </div>
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-
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  </div>
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- <h3 id="point-clouds" style="font-size: 1.35em; margin-top: 0.75em; margin-bottom: 0.22em; line-height: 1.2; margin-left: 0;"><span style="display: inline-block; width: 1.08em;">&bull;</span>Point Clouds</h3>
475
  <div style="margin-left: 16px;">
476
 
477
-
478
  Each scene should include `points.ply`.
479
 
480
  The initial point cloud was obtained by back-projecting the pixels from each camera view in the first frame based on depth, followed by randomly sampling 100,000 points from the resulting data.
 
173
  </a>
174
  </p>
175
 
176
+ <div class="physinone-card" style="display: flex; align-items: flex-start; gap: 24px;">
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+ <aside style="min-width: 250px; max-width: 280px; position: sticky; top: 16px; padding: 16px; border: 1px solid #e5e7eb; border-radius: 12px; background: #f9fafb; font-size: 13.5px; line-height: 1.55;">
179
  <strong>๐Ÿงญ Navigation</strong><br><br>
180
  <a href="#summary">๐Ÿ“Œ Summary</a><br>
181
  <a href="#release-timetable">๐Ÿš€ Release Timetable</a><br>
182
  <a href="#dataset-structure">๐Ÿ“ฆ Dataset Structure</a><br>
183
  <a href="#data-splits">๐Ÿ“Š Data Splits</a><br>
184
  <a href="#data-fields">๐Ÿงฉ Data Fields</a><br>
185
+ โ€ข <a href="#physical-phenomena">Physical Phenomena</a><br>
186
  <a href="#annotation-details">๐Ÿ“ Annotation Details</a><br>
187
+ โ€ข <a href="#depth">Depth</a><br>
188
+ โ€ข <a href="#segmentation">Segmentation</a><br>
189
+ โ€ข <a href="#captions">Captions</a><br>
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+ โ€ข <a href="#trajectories">Trajectories</a><br>
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+ โ€ข <a href="#cameras">Cameras</a><br>
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+ โ—ฆ <a href="#camera-json-structure">Camera JSON structure</a><br>
193
+ โ—ฆ <a href="#dynamic-camera-behavior">Dynamic camera behavior</a><br>
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+ โ€ข <a href="#point-clouds">Point Clouds</a><br>
195
  <a href="#how-to-download">๐Ÿ“ฅ How to Download</a><br>
196
+ <a href="#download-scripts">1. Download Scripts</a><br>
197
+ <a href="#install-dependencies">2. Install Dependencies</a><br>
198
+ <a href="#filter-cases">3. Filter Cases</a><br>
199
+ <a href="#filter-by-split">3.1 Split</a><br>
200
+ <a href="#filter-by-split-and-activity">3.2 Split + Activity</a><br>
201
+ <a href="#filter-by-phenomenon">3.3 Phenomenon</a><br>
202
+ <a href="#random-sampling">3.4 Random Sampling</a><br>
203
+ <a href="#download-selected-cases">4. Download Cases</a><br>
204
  <a href="#license">๐Ÿ“œ License</a><br>
205
  <a href="#citation">๐Ÿ“š Citation</a><br>
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  <a href="#contact">๐Ÿ“ฎ Contact</a><br>
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  </aside>
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+ <main style="min-width: 0; flex: 1; line-height: 1.38; font-size: 15px;">
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  <h2 id="summary" style="margin-left: 0; font-size: 1.9em; line-height: 1.22; margin-top: 1.2em; margin-bottom: 0.5em;">๐Ÿ“Œ Summary</h2>
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  <div style="margin-left: 24px;">
213
 
 
214
  **PhysInOne** is a large-scale synthetic dataset for visual physics learning and reasoning. It contains **153,810 dynamic 3D scenes** and **2 million annotated videos**, covering **71 basic physical phenomena** across four domains of everyday physics: **mechanics**, **optics**, **fluid dynamics**, and **magnetism**.
215
 
216
  Each scene may contain multi-object and multi-physics interactions in complex 3D environments. PhysInOne provides rich annotations including RGB videos, depth maps, object masks, 3D trajectories, camera poses, object meshes, material properties, and textual descriptions.
 
225
  </div>
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  <div style="padding: 12px; border: 1px solid #e5e7eb; border-radius: 10px; background: #fafafa;">
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+ <strong>2,000,000</strong><br>
229
  <span style="font-size: 13px;">Annotated videos</span>
230
  </div>
231
 
 
246
  <h2 id="release-timetable" style="margin-left: 0; font-size: 1.9em; line-height: 1.22; margin-top: 1.2em; margin-bottom: 0.5em;">๐Ÿš€ Release Timetable</h2>
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  <div style="margin-left: 24px;">
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  | Component | Progress | Status | Notes |
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  | --------------------- | ----------------------------- | ------------ | --------------------------------- |
251
  | SubSet | `โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆ`100% | Released | |
 
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  <h2 id="dataset-structure" style="margin-left: 0; font-size: 1.9em; line-height: 1.22; margin-top: 1.2em; margin-bottom: 0.5em;">๐Ÿ“ฆ Dataset Structure</h2>
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  <div style="margin-left: 24px;">
270
 
 
271
  TODO
272
 
273
  </div>
 
275
  <h2 id="data-splits" style="margin-left: 0; font-size: 1.9em; line-height: 1.22; margin-top: 1.2em; margin-bottom: 0.5em;">๐Ÿ“Š Data Splits</h2>
276
  <div style="margin-left: 24px;">
277
 
 
278
  PhysInOne is divided into three primary splits: **Train**, **Val**, and **Test**.
279
 
280
  - Train Split: contains 122,988 scenes.
 
290
  <h2 id="data-fields" style="margin-left: 0; font-size: 1.9em; line-height: 1.22; margin-top: 1.2em; margin-bottom: 0.5em;">๐Ÿงฉ Data Fields</h2>
291
  <div style="margin-left: 24px;">
292
 
293
+ <h3 id="physical-phenomena" style="font-size: 1.35em; margin-top: 0.75em; margin-bottom: 0.22em; line-height: 1.2; margin-left: 0;"><span style="display: inline-block; width: 1.08em;">โ€ข</span>Physical Phenomenon and Abbreviations</h3>
 
294
  <div style="margin-left: 16px;">
295
 
 
296
  <details>
297
  <summary>Click to expand full abbreviation table</summary>
298
 
 
387
  <h2 id="annotation-details" style="margin-left: 0; font-size: 1.9em; line-height: 1.22; margin-top: 1.2em; margin-bottom: 0.5em;">๐Ÿ“ Annotation Details</h2>
388
  <div style="margin-left: 24px;">
389
 
 
390
  PhysInOne provides synchronized visual and physical annotations for each dynamic 3D scene.
391
 
392
+ <h3 id="depth" style="font-size: 1.35em; margin-top: 0.75em; margin-bottom: 0.22em; line-height: 1.2; margin-left: 0;"><span style="display: inline-block; width: 1.08em;">โ€ข</span>Depth</h3>
393
  <div style="margin-left: 16px;">
394
 
 
395
  Depth maps are provided in `.npz` format and are expressed in meters.
396
 
397
  </div>
398
 
399
+ <h3 id="segmentation" style="font-size: 1.35em; margin-top: 0.75em; margin-bottom: 0.22em; line-height: 1.2; margin-left: 0;"><span style="display: inline-block; width: 1.08em;">โ€ข</span>Segmentation</h3>
400
  <div style="margin-left: 16px;">
401
 
 
402
  Segmentation masks encode background, static foreground objects, and dynamic foreground objects.
403
 
404
  Expected encoding:
 
411
 
412
  </div>
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+ <h3 id="captions" style="font-size: 1.35em; margin-top: 0.75em; margin-bottom: 0.22em; line-height: 1.2; margin-left: 0;"><span style="display: inline-block; width: 1.08em;">โ€ข</span>Captions</h3>
415
  <div style="margin-left: 16px;">
416
 
 
417
  Each scene includes a `caption.txt` file containing an English paragraph that describes the visual elements and the physical activity.
418
 
419
  </div>
420
 
421
+ <h3 id="trajectories" style="font-size: 1.35em; margin-top: 0.75em; margin-bottom: 0.22em; line-height: 1.2; margin-left: 0;"><span style="display: inline-block; width: 1.08em;">โ€ข</span>Trajectories</h3>
422
  <div style="margin-left: 16px;">
423
 
 
424
  TODO
425
 
426
  </div>
427
 
428
+ <h3 id="cameras" style="font-size: 1.35em; margin-top: 0.75em; margin-bottom: 0.22em; line-height: 1.2; margin-left: 0;"><span style="display: inline-block; width: 1.08em;">โ€ข</span>Cameras</h3>
429
  <div style="margin-left: 16px;">
430
 
 
431
  Each scene includes multiple camera viewpoints to support 3D perception, reconstruction, and physics-based visual reasoning tasks.
432
 
433
  - Taichi-based MPM simulations (elastic solids, plasticine, granular substances, some Newtonian and Non-Newtonian fluids): 15 static cameras + 1 dynamic camera
 
456
 
457
  </div>
458
 
 
459
  </div>
460
 
461
+ <h3 id="point-clouds" style="font-size: 1.35em; margin-top: 0.75em; margin-bottom: 0.22em; line-height: 1.2; margin-left: 0;"><span style="display: inline-block; width: 1.08em;">โ€ข</span>Point Clouds</h3>
462
  <div style="margin-left: 16px;">
463
 
 
464
  Each scene should include `points.ply`.
465
 
466
  The initial point cloud was obtained by back-projecting the pixels from each camera view in the first frame based on depth, followed by randomly sampling 100,000 points from the resulting data.