Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Datasets/Human3.6M

Human3.6M

ImagesVideosCustom (research-only, attribution)Introduced 2014-01-01

The Human3.6M dataset is one of the largest motion capture datasets, which consists of 3.6 million human poses and corresponding images captured by a high-speed motion capture system. There are 4 high-resolution progressive scan cameras to acquire video data at 50 Hz. The dataset contains activities by 11 professional actors in 17 scenarios: discussion, smoking, taking photo, talking on the phone, etc., as well as provides accurate 3D joint positions and high-resolution videos.

Source: Space-Time Representation of People Based on 3D Skeletal Data: A Review

Image Source: Yu et al

Benchmarks

1 Image, 2*2 Stitchi/Average MPJPE (mm)1 Image, 2*2 Stitchi/Using 2D ground-truth joints 1 Image, 2*2 Stitchi/Multi-View or Monocular 1 Image, 2*2 Stitchi/PA-MPJPE 1 Image, 2*2 Stitchi/Acceleration Error 1 Image, 2*2 Stitchi/Angular Error 1 Image, 2*2 Stitchi/MPVE (mm)1 Image, 2*2 Stitchi/Use Video Sequence 1 Image, 2*2 Stitchi/Frames Needed 1 Image, 2*2 Stitchi/Need Ground Truth 2D Pose 1 Image, 2*2 Stitchi/2D detector 1 Image, 2*2 Stitchi/Number of Views 1 Image, 2*2 Stitchi/Number of Frames Per View 1 Image, 2*2 Stitchi/3D Annotations 1 Image, 2*2 Stitchi/Average PMPJPE (mm)1 Image, 2*2 Stitchi/Average MPJPE (mm) for occluded Joints 1 Image, 2*2 Stitchi/Expected Calibration Error 1 Image, 2*2 Stitchi/MRPE 1 Image, 2*2 Stitchi/Average MPJPE (mm) @ 400ms 1 Image, 2*2 Stitchi/Average MPJPE (mm) @ 1000 ms 1 Image, 2*2 Stitchi/MAR, walking, 400ms 1 Image, 2*2 Stitchi/MAR, walking, 1,000ms 1 Image, 2*2 Stitchi/APD 1 Image, 2*2 Stitchi/ADE 1 Image, 2*2 Stitchi/FDE 1 Image, 2*2 Stitchi/MMADE 1 Image, 2*2 Stitchi/MMFDE 1 Image, 2*2 Stitchi/CMD 1 Image, 2*2 Stitchi/FID 1 Image, 2*2 Stitchi/Average NDMS at 4s 2D Classification/EPE 2D Pose Estimation/EPE 2D Semantic Segmentation/mIoU 3D/Average MPJPE (mm)3D/Using 2D ground-truth joints 3D/Multi-View or Monocular 3D/PA-MPJPE 3D/Acceleration Error 3D/Angular Error 3D/MPVE (mm)3D/Use Video Sequence 3D/Frames Needed 3D/Need Ground Truth 2D Pose 3D/2D detector 3D/Number of Views 3D/Number of Frames Per View 3D/3D Annotations 3D/Average PMPJPE (mm)3D/Average MPJPE (mm) for occluded Joints 3D/Expected Calibration Error 3D/MRPE 3D/Average MPJPE (mm) @ 400ms 3D/Average MPJPE (mm) @ 1000 ms 3D/MAR, walking, 400ms 3D/MAR, walking, 1,000ms 3D/APD 3D/ADE 3D/FDE 3D/MMADE 3D/MMFDE 3D/CMD 3D/FID 3D/Average NDMS at 4s 3D/MPJPE 3D/N-MPJPE 3D/P-MPJPE 3D Absolute Human Pose Estimation/MRPE 3D Absolute Human Pose Estimation/Average MPJPE (mm)3D Absolute Human Pose Estimation/PA-MPJPE 3D Human Pose Estimation/Average MPJPE (mm)3D Human Pose Estimation/Using 2D ground-truth joints 3D Human Pose Estimation/Multi-View or Monocular 3D Human Pose Estimation/PA-MPJPE 3D Human Pose Estimation/Acceleration Error 3D Human Pose Estimation/Angular Error 3D Human Pose Estimation/MPVE (mm)3D Human Pose Estimation/Use Video Sequence 3D Human Pose Estimation/Frames Needed 3D Human Pose Estimation/Need Ground Truth 2D Pose 3D Human Pose Estimation/2D detector 3D Human Pose Estimation/Number of Views 3D Human Pose Estimation/Number of Frames Per View 3D Human Pose Estimation/3D Annotations 3D Human Pose Estimation/Average PMPJPE (mm)3D Human Pose Estimation/Average MPJPE (mm) for occluded Joints 3D Human Pose Estimation/Expected Calibration Error 3D Human Pose Estimation/MRPE 3D Pose Estimation/Average MPJPE (mm)3D Reconstruction/MPJPE 3D Reconstruction/PA-MPJPE 3D Reconstruction/N-MPJPE 3D Reconstruction/P-MPJPE Activity Recognition/MMDa Activity Recognition/MMDs Human Part Segmentation/mIoU Human action generation/MMDa Human action generation/MMDs Pose Estimation/Average MPJPE (mm)Pose Estimation/Using 2D ground-truth joints Pose Estimation/Multi-View or Monocular Pose Estimation/PA-MPJPE Pose Estimation/Acceleration Error Pose Estimation/Angular Error Pose Estimation/MPVE (mm)Pose Estimation/Use Video Sequence Pose Estimation/Frames Needed Pose Estimation/Need Ground Truth 2D Pose Pose Estimation/2D detector Pose Estimation/Number of Views Pose Estimation/Number of Frames Per View Pose Estimation/3D Annotations Pose Estimation/Average PMPJPE (mm)Pose Estimation/Average MPJPE (mm) for occluded Joints Pose Estimation/Expected Calibration Error Pose Estimation/MRPE Pose Estimation/Average MPJPE (mm) @ 400ms Pose Estimation/Average MPJPE (mm) @ 1000 ms Pose Estimation/MAR, walking, 400ms Pose Estimation/MAR, walking, 1,000ms Pose Estimation/APD Pose Estimation/ADE Pose Estimation/FDE Pose Estimation/MMADE Pose Estimation/MMFDE Pose Estimation/CMD Pose Estimation/FID Pose Estimation/Average NDMS at 4s Pose Retrieval/Hit@1 Pose Retrieval/Hit@10 Video/SSIM Video/MSE Video/MAE Video Prediction/SSIM Video Prediction/MSE Video Prediction/MAE

Statistics

Papers: 783
Benchmarks: 135

Links

Tasks

1 Image, 2*2 Stitchi 2D Classification 2D Pose Estimation 2D Semantic Segmentation 3D 3D Absolute Human Pose Estimation 3D Human Pose Estimation 3D Human Pose Estimation in Limited Data 3D Pose Estimation 3D Reconstruction Activity Recognition Human Part Segmentation Human Pose Forecasting Human action generation Monocular 3D Human Pose Estimation Multi-Hypotheses 3D Human Pose Estimation Pose Estimation Pose Retrieval Root Joint Localization Unsupervised 3D Human Pose Estimation Unsupervised Human Pose Estimation Video Video Prediction Weakly-supervised 3D Human Pose Estimation