| --- |
| license: cc-by-nc-sa-4.0 |
| pretty_name: HumanRF |
| tags: |
| - synthetic |
| - human-pose-shape |
| - 3d-human-pose |
| - smplx |
| - computer-vision |
| --- |
| |
| # Humans Dataset |
|
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| Synthetic human image dataset generated for: |
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| **On the Role of Visual Realism in Synthetic Data for Estimating 3D Human Pose and Shape** |
|
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| Paper: TODO |
| Code: |
|
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| ## Structure |
|
|
| ```text |
| shards/ |
| <dataset_name>/ |
| shard-*.tar |
| |
| labels/ |
| <dataset_name>_combined.npz |
| |
| manifest.csv |
| ``` |
|
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| `manifest.csv` maps each shard directory to its matching label file. |
|
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| ## Labels |
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| Each `.npz` label file contains frame level annotations, including: |
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| - `imgname`: image path/name matching entries inside the tar shards |
| - `center`: 2D bounding-box center |
| - `pose_cam`: SMPL-X pose in camera coordinates |
| - `pose_world`: SMPL-X pose in world coordinates |
| - `shape`: SMPL-X shape coefficients |
| - `trans_cam`: camera-space translation |
| - `trans_world`: world-space translation |
| - `gtkps`: 2D keypoints with visibility |
| - `cam_int`: camera intrinsics |
| - `cam_ext`: camera extrinsics |
| - `proj_verts`: projected downsampled SMPL-X vertices |
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| ## Citation |
|
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| ```bibtex |
| TODO |
| ``` |