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@@ -179,6 +179,7 @@ homepage: https://vlar-group.github.io/PhysInOne.html
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  <strong>🧭 Navigation</strong><br><br>
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  <a href="#summary">πŸ“Œ Summary</a><br>
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  <a href="#release-timetable">πŸš€ Release Timetable</a><br>
 
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  <a href="#how-to-download">πŸ“₯ 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>
@@ -198,7 +199,6 @@ homepage: https://vlar-group.github.io/PhysInOne.html
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  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;β—¦ <a href="#camera-json-structure">Camera JSON structure</a><br>
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  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;β—¦ <a href="#dynamic-camera-behavior">Dynamic camera behavior</a><br>
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  &nbsp;&nbsp;&nbsp;β€’ <a href="#point-clouds">Point Clouds</a><br>
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- <a href="#data-splits">πŸ“Š Data Splits</a><br>
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  <a href="#data-fields">🧩 Data Fields</a><br>
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  &nbsp;&nbsp;&nbsp;β€’ <a href="#physical-phenomena">Physical Phenomena</a><br>
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  <a href="#license">πŸ“œ License</a><br>
@@ -265,6 +265,21 @@ For large-scale downloading and filtering, please refer to the **How to Download
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  </div>
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  <h2 id="how-to-download" style="margin-left: 0; font-size: 1.9em; line-height: 1.22; margin-top: 1.2em; margin-bottom: 0.5em;">πŸ“₯ How to Download</h2>
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  <div style="margin-left: 24px;">
@@ -523,21 +538,6 @@ The initial point cloud was obtained by back-projecting the pixels from each cam
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  </div>
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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;">πŸ“Š Data Splits</h2>
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- <div style="margin-left: 24px;">
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-
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- PhysInOne is divided into three primary splits: **Train**, **Val**, and **Test**.
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- - Train Split: contains 122,988 scenes.
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- - Validation Split: contains 15,411 scenes.
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- - Test Split: contains 15,411 scenes.
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- Each split is generated using **completely distinct 3D meshes, and backgrounds** to ensure that models cannot overfit to shared geometry or scene layout across splits. No scene is repeated between splits, and objects, lighting, and environment setups are independent for each split.
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- This design guarantees that training, validation, and test sets are fully separated in terms of visual content and scene composition, providing a robust benchmark for generalization and physical reasoning tasks.
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-
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- </div>
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-
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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;">🧩 Data Fields</h2>
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  <div style="margin-left: 24px;">
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  <strong>🧭 Navigation</strong><br><br>
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  <a href="#summary">πŸ“Œ Summary</a><br>
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  <a href="#release-timetable">πŸš€ Release Timetable</a><br>
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+ <a href="#data-splits">πŸ“Š Data Splits</a><br>
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  <a href="#how-to-download">πŸ“₯ 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;&nbsp;&nbsp;&nbsp;β—¦ <a href="#camera-json-structure">Camera JSON structure</a><br>
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  &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;β—¦ <a href="#dynamic-camera-behavior">Dynamic camera behavior</a><br>
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  &nbsp;&nbsp;&nbsp;β€’ <a href="#point-clouds">Point Clouds</a><br>
 
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  <a href="#data-fields">🧩 Data Fields</a><br>
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  &nbsp;&nbsp;&nbsp;β€’ <a href="#physical-phenomena">Physical Phenomena</a><br>
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  <a href="#license">πŸ“œ License</a><br>
 
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  </div>
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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;">πŸ“Š Data Splits</h2>
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+ <div style="margin-left: 24px;">
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+
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+ PhysInOne is divided into three primary splits: **Train**, **Val**, and **Test**.
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+
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+ - Train Split: contains 122,988 scenes.
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+ - Validation Split: contains 15,411 scenes.
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+ - Test Split: contains 15,411 scenes.
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+
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+ Each split is generated using **completely distinct 3D meshes, and backgrounds** to ensure that models cannot overfit to shared geometry or scene layout across splits. No scene is repeated between splits, and objects, lighting, and environment setups are independent for each split.
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+
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+ This design guarantees that training, validation, and test sets are fully separated in terms of visual content and scene composition, providing a robust benchmark for generalization and physical reasoning tasks.
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+
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+ </div>
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+
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  <h2 id="how-to-download" style="margin-left: 0; font-size: 1.9em; line-height: 1.22; margin-top: 1.2em; margin-bottom: 0.5em;">πŸ“₯ How to Download</h2>
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  <div style="margin-left: 24px;">
 
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  </div>
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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;">🧩 Data Fields</h2>
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  <div style="margin-left: 24px;">
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