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SotA/Knowledge Base/2D Human Pose Estimation

2D Human Pose Estimation

102 benchmarks118 papers

What is Human Pose Estimation? Human pose estimation is the process of estimating the configuration of the body (pose) from a single, typically monocular, image. Background. Human pose estimation is one of the key problems in computer vision that has been studied for well over 15 years. The reason for its importance is the abundance of applications that can benefit from such a technology. For example, human pose estimation allows for higher-level reasoning in the context of human-computer interaction and activity recognition; it is also one of the basic building blocks for marker-less motion capture (MoCap) technology. MoCap technology is useful for applications ranging from character animation to clinical analysis of gait pathologies.

Benchmarks

2D Human Pose Estimation on MSU Super-Resolution for Video Compression

BSQ-rate over ERQA BSQ-rate over PSNR BSQ-rate over MS-SSIM BSQ-rate over LPIPS BSQ-rate over VMAF BSQ-rate over Subjective Score

2D Human Pose Estimation on MSU Video Upscalers: Quality Enhancement

SSIM PSNR LPIPS VMAF

2D Human Pose Estimation on MSU Video Super Resolution Benchmark: Detail Restoration

Subjective score ERQAv1.0 1 - LPIPS SSIM QRCRv1.0 PSNR FPS

2D Human Pose Estimation on Vid4 - 4x upscaling

PSNR SSIM MOVIE

2D Human Pose Estimation on Vid4 - 4x upscaling - BD degradation

2D Human Pose Estimation on COCO-WholeBody

WB body foot face hand

2D Human Pose Estimation on OCHuman

Test AP Validation AP

2D Human Pose Estimation on EPIC-KITCHENS-100

Recall@5 Top-5 Verb Top-5 Noun

2D Human Pose Estimation on Human-Art

AP AP (gt bbox)Validation AP

2D Human Pose Estimation on EPIC-KITCHENS-100 (test)

2D Human Pose Estimation on UDM10 - 4x upscaling

2D Human Pose Estimation on EPIC-KITCHENS-55 (Seen test set (S1))

Top 1 Accuracy - Act.Top 1 Accuracy - Noun Top 1 Accuracy - Verb Top 5 Accuracy - Act.Top 5 Accuracy - Noun Top 5 Accuracy - Verb

2D Human Pose Estimation on EPIC-KITCHENS-55 (Unseen test set (S2)

Top 1 Accuracy - Act.Top 1 Accuracy - Noun Top 1 Accuracy - Verb Top 5 Accuracy - Act.Top 5 Accuracy - Noun Top 5 Accuracy - Verb

2D Human Pose Estimation on REDS4- 4x upscaling

2D Human Pose Estimation on StyleBench

2D Human Pose Estimation on BEAT2

2D Human Pose Estimation on Biwi 3D Audiovisual Corpus of Affective Communication - B3D(AC)^2

Lip Vertex Error FDD

2D Human Pose Estimation on JHMDB (2D poses only)

2D Human Pose Estimation on PoPArt

mAP mAP@0.5 mAP@0.75

2D Human Pose Estimation on Ultra Video Group HD - 4x upscaling

2D Human Pose Estimation on EGTEA

2D Human Pose Estimation on Falling Objects

2D Human Pose Estimation on TbD

2D Human Pose Estimation on TbD-3D

2D Human Pose Estimation on Vimeo90K

2D Human Pose Estimation on Xiph HD - 4x upscaling

2D Human Pose Estimation on Assembly101

Verbs Recall@5 Objects Recall@5 Actions Recall@5

2D Human Pose Estimation on EgoExoLearn

2D Human Pose Estimation on VOCASET

Lip Vertex Error

2D Human Pose Estimation on 50-Salads

2D Human Pose Estimation on Alibaba Cluster Trace

10-20% Mask PSNR

2D Human Pose Estimation on COCO 1% labeled data

Person Keypoint AP

2D Human Pose Estimation on CrowdSource QA

2D Human Pose Estimation on ExLPose-LL-E

2D Human Pose Estimation on ExLPose-LL-H

2D Human Pose Estimation on ExLPose-LL-N

2D Human Pose Estimation on ExLPose-OCN-A7M3

2D Human Pose Estimation on ExLPose-OCN-RICOH3

2D Human Pose Estimation on GYAFC

Accuracy BLEU-4 Harmonic mean

2D Human Pose Estimation on Quora Question Pairs

2D Human Pose Estimation on SAT-MTB-VSR

2D Human Pose Estimation on SPMCS - 4x upscaling

2D Human Pose Estimation on Vimeo-90K

2D Human Pose Estimation on WikiArt

2D Human Pose Estimation on ^(#$!@#$)(()))******

2D Human Pose Estimation on !(()&&!|||

2D Human Pose Estimation on 01/01/1967' AND 238=6*8 AND 'AncJ'='AncJ