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@@ -60,51 +60,104 @@ Key observations:
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- ## ๐Ÿ“ Data Format
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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- Each sample in the dataset includes:
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- - `.ply` point clouds with per-vertex color
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- - JSON-based metadata per asset with fields:
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- - `label_str`: class name
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- - `gender`, `pose`, `type`
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- - `wnlemmas`: fine-grained semantic tags
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- - Segmentation masks (optional, task-dependent)
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- - Textured mesh reconstructions (Blender + LCM pipeline)
 
 
 
 
 
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  ---
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- ## ๐Ÿงช Benchmarks
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- Using **[SAMPart3D](https://yhyang-myron.github.io/SAMPart3D-website/)** as a baseline, our benchmark results show:
 
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- - **High segmentation accuracy** (mIoU: 0.9930)
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- - **Class-dependent variation** in Average Precision (AP)
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- ![Result Visualization](figure/seg_tuning.png)
 
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  ---
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- ## ๐Ÿ’ก Use Cases
 
 
 
 
 
 
 
 
 
 
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- The 3DFDReal dataset enables a wide range of applications, including:
 
 
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- - Virtual try-on and digital styling
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- - Metaverse-ready asset generation
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- - Pose-aware segmentation and label propagation
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- - Avatar rigging and deformation modeling
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  ---
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- ## ๐Ÿ“„ Citation
 
 
 
 
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- If you use this dataset in your work, please cite:
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  ```bibtex
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- @inproceedings{lim2025volme,
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  title={3DFDReal: 3D Fashion Data from the Real World},
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- author={Jiyoun Lim, Jungwoo Son, Alex Lee, Sun-Joong Kim, Nam Kyung Lee, Won-Joo Park},
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- booktitle={TBD},
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- year={2025}
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  }
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- ```
 
 
 
 
 
 
 
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  ---
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+ ## ๐Ÿ“ Dataset Structure
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+
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+ ```
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+ dataset_root/
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+ โ”œโ”€โ”€ PointCloud_Asset/
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+ โ”œโ”€โ”€ Video_Asset/
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+ โ”œโ”€โ”€ Label_Asset/
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+ โ”œโ”€โ”€ PointCloud_Combine/
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+ โ”‚ โ”œโ”€โ”€ train/
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+ โ”‚ โ”œโ”€โ”€ val/
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+ โ”‚ โ””โ”€โ”€ test/
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+ โ”œโ”€โ”€ Video_Combine/
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+ โ”‚ โ”œโ”€โ”€ train/
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+ โ”‚ โ”œโ”€โ”€ val/
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+ โ”‚ โ””โ”€โ”€ test/
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+ โ”œโ”€โ”€ Label_Combine/
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+ โ”‚ โ”œโ”€โ”€ train/
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+ โ”‚ โ”œโ”€โ”€ val/
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+ โ”‚ โ””โ”€โ”€ test/
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+ โ””โ”€โ”€ meta/
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+ โ”œโ”€โ”€ asset_meta.json
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+ โ”œโ”€โ”€ combination_meta.json
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+ โ”œโ”€โ”€ train_combination_meta.json
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+ โ”œโ”€โ”€ val_combination_meta.json
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+ โ”œโ”€โ”€ test_combination_meta.json
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+ โ””โ”€โ”€ label_map.csv
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+ ```
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+ ---
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+ ## ๐Ÿ“ฆ Data Description
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+
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+ ### ๐Ÿ”น Individual Asset Files
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+
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+ - **PointCloud_Asset/**
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+ Contains raw point clouds of individual clothing or body parts in `.ply` format.
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+
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+ - **Video_Asset/**
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+ Rendered 3D videos of individual assets showing different rotations or views.
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+
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+ - **Label_Asset/**
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+ Label information (e.g., category, class ID) for each individual asset.
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  ---
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+ ### ๐Ÿ”น Combined Assets (Mannequin Representations)
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+ - **PointCloud_Combine/**
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+ Combined point clouds representing mannequins wearing multiple assets. Split into `train`, `val`, and `test` sets.
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+ - **Video_Combine/**
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+ Rendered 3D videos of mannequins with asset combinations. Also split into `train`, `val`, and `test`.
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+ - **Label_Combine/**
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+ Label files corresponding to the combined point clouds and videos.
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  ---
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+ ## ๐Ÿ—‚๏ธ Metadata Files (`meta/`)
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+ Each mata contains this detailed information:
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+ - `label_str`: class name
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+ - `gender`, `pose`, `type`
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+ - `wnlemmas`: fine-grained semantic tags
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+
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+ - **asset_meta.json**:
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+ Metadata for individual assets
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+
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+ - **combination_meta.json**:
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+ Metadata for all combinations
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+
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+ - **train_combination_meta.json**, **val_combination_meta.json**, **test_combination_meta.json**:
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+ Define which combinations belong to each data split.
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+ - **label_map.csv**:
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+ Maps label for the first data acquisition fullid and the second acquisition label fullid.
 
 
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  ---
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+ ## ๐Ÿ“ƒ License
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+
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+ CC-BY 4.0
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+
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+ ---
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+ ## ๐Ÿ“š Citation
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  ```bibtex
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+ @misc{3DFDReal,
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  title={3DFDReal: 3D Fashion Data from the Real World},
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+ author={Jiyoun Lim, Jungwoo Son, Alex Lee, Sun-Joong Kim, Nam Kyung Lee, Won-Joo Park},,
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+ year={2025},
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+ howpublished={\url{https://huggingface.co/datasets/kusses/3DFDReal}},
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  }
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+ ```
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+
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+ ---
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+
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+ ## ๐Ÿ’ฌ Contact
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+
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+ For questions, please reach out via [kusses@etri.re.kr] or use the Discussions tab on Hugging Face.