README.md

metadata

license: cc-by-nc-sa-4.0
pretty_name: HumanRF
tags:
  - synthetic
  - human-pose-shape
  - 3d-human-pose
  - smplx
  - computer-vision

Humans Dataset

Synthetic human image dataset generated for:

On the Role of Visual Realism in Synthetic Data for Estimating 3D Human Pose and Shape

Paper: TODO
Code:

Structure

shards/
  <dataset_name>/
    shard-*.tar

labels/
  <dataset_name>_combined.npz

manifest.csv

manifest.csv maps each shard directory to its matching label file.

Labels

Each .npz label file contains frame level annotations, including:

• 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

Citation

TODO