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  ---
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- license: other
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- pretty_name: Human Synthetic Dataset
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  tags:
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  - synthetic
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  - human-pose-shape
 
 
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  - computer-vision
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  ---
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- # Human Synthetic Dataset
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- This repository contains synthetic human image data released as tar shards, plus `.npz` label files.
 
 
 
 
 
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  ## Structure
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- - `shards/<dataset_name>/shard-*.tar`: image shards for one dataset chunk
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- - `labels/<dataset_name>_combined.npz`: matching labels for that dataset chunk
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- - `manifest.csv`: explicit mapping between image shard directories and labels
 
 
 
 
 
 
 
 
 
 
 
 
 
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- ## How to use
 
 
 
 
 
 
 
 
 
 
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- For a dataset chunk named `human_dataset_v35_1`:
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- - images are in `shards/human_dataset_v35_1/`
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- - labels are in `labels/human_dataset_v35_1_combined.npz`
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  ## Citation
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  ---
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+ license: bsd-3-clause
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+ pretty_name: Infinigen Humans Dataset
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  tags:
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  - synthetic
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  - human-pose-shape
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+ - 3d-human-pose
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+ - smplx
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  - computer-vision
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  ---
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+ # Infinigen Humans Dataset
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+ Synthetic human image dataset generated for:
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+
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+ **On the Role of Visual Realism in Synthetic Data for Estimating 3D Human Pose and Shape**
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+
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+ Paper: TODO
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+ Code: https://github.com/princeton-vl/infinigen-human
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  ## Structure
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+ ```text
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+ shards/
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+ <dataset_name>/
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+ shard-*.tar
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+
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+ labels/
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+ <dataset_name>_combined.npz
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+
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+ manifest.csv
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+ ```
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+
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+ `manifest.csv` maps each shard directory to its matching label file.
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+
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+ ## Labels
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+
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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
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+ - `center`: 2D bounding-box center
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+ - `pose_cam`: SMPL-X pose in camera coordinates
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+ - `pose_world`: SMPL-X pose in world coordinates
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+ - `shape`: SMPL-X shape coefficients
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+ - `trans_cam`: camera-space translation
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+ - `trans_world`: world-space translation
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+ - `gtkps`: 2D keypoints with visibility
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+ - `cam_int`: camera intrinsics
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+ - `cam_ext`: camera extrinsics
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+ - `proj_verts`: projected downsampled SMPL-X vertices
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  ## Citation
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+ ```bibtex
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+ TODO
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+ ```