COCO-WholeBody

Dataset Information
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Overview

COCO-WholeBody is an extension of COCO dataset with whole-body annotations. There are 4 types of bounding boxes (person box, face box, left-hand box, and right-hand box) and 133 keypoints (17 for body, 6 for feet, 68 for face and 42 for hands) annotations for each person in the image.

Source: Whole-Body Human Pose Estimation in the Wild

Image source: https://arxiv.org/pdf/2007.11858v1.pdf

Variants: COCO-WholeBody

Associated Benchmarks

This dataset is used in 5 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
2D Human Pose Estimation Sapiens-0.3B Sapiens: Foundation for Human Vision … 2024-08-22
2D Human Pose Estimation RTMW-x RTMW: Real-Time Multi-Person 2D and … 2024-07-11
2D Human Pose Estimation RTMW-m RTMW: Real-Time Multi-Person 2D and … 2024-07-11
2D Human Pose Estimation RTMPose RTMPose: Real-Time Multi-Person Pose Estimation … 2023-03-13
2D Human Pose Estimation ViTPose+-H ViTPose++: Vision Transformer for Generic … 2022-12-07
2D Human Pose Estimation ZoomNet (V1.0 data) ZoomNAS: Searching for Whole-body Human … 2022-08-23
2D Human Pose Estimation ZoomNAS (V1.0 data) ZoomNAS: Searching for Whole-body Human … 2022-08-23
2D Human Pose Estimation TCFormer Not All Tokens Are Equal: … 2022-04-19
2D Human Pose Estimation Zauss et al. Keypoint Communities 2021-10-03
Multi-Person Pose Estimation HPRNet (DLA) HPRNet: Hierarchical Point Regression for … 2021-06-08
Hand Pose Estimation HPRNet (DLA) HPRNet: Hierarchical Point Regression for … 2021-06-08
Facial Landmark Detection HPRNet (Hourglass-104) HPRNet: Hierarchical Point Regression for … 2021-06-08
Facial Landmark Detection HPRNet (DLA) HPRNet: Hierarchical Point Regression for … 2021-06-08
Face Detection HPRNet (Hourglass-104) HPRNet: Hierarchical Point Regression for … 2021-06-08
Face Detection HPRNet (DLA) HPRNet: Hierarchical Point Regression for … 2021-06-08
2D Human Pose Estimation HPRNet HPRNet: Hierarchical Point Regression for … 2021-06-08
Multi-Person Pose Estimation HPRNet (Hourglass-104) HPRNet: Hierarchical Point Regression for … 2021-06-08
Hand Pose Estimation HPRNet (Hourglass-104) HPRNet: Hierarchical Point Regression for … 2021-06-08
2D Human Pose Estimation ZoomNet (V0.5 data) Whole-Body Human Pose Estimation in … 2020-07-23
2D Human Pose Estimation HRNet Deep High-Resolution Representation Learning for … 2019-02-25

Research Papers

Recent papers with results on this dataset: