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Datasets:
princeton-vl
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humanfactor3D

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Image
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Formats:
webdataset
Size:
10K - 100K
Tags:
Synthetic
human-pose-shape
3d-human-pose
smplx
computer-vision
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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
Downloads last month
708
Number of rows:
4,900
Estimated number of rows:
17,217
Total file size:
242 GB