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SotA/Computer Vision/3D Human Pose Estimation

3D Human Pose Estimation

189 benchmarks665 papers

3D Human Pose Estimation is a computer vision task that involves estimating the 3D positions and orientations of body joints and bones from 2D images or videos. The goal is to reconstruct the 3D pose of a person in real-time, which can be used in a variety of applications, such as virtual reality, human-computer interaction, and motion analysis.

Benchmarks

3D Human Pose Estimation on Human3.6M

Average MPJPE (mm)Frames Needed PA-MPJPE Number of Views Number of Frames Per View Average PMPJPE (mm)Angular Error MPVE (mm)MRPE Using 2D ground-truth joints Acceleration Error Average MPJPE (mm) for occluded Joints Expected Calibration Error Multi-View or Monocular Use Video Sequence Need Ground Truth 2D Pose 2D detector 3D Annotations

3D Human Pose Estimation on 3DPW

PA-MPJPE MPJPE MPVPE Acceleration Error Number of parameters (M)FLOPs (G)

3D Human Pose Estimation on MPI-INF-3DHP

PCK MPJPE AUC PA-MPJPE Acceleration Error 3DPCK

3D 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

3D Human Pose Estimation on MSU Video Upscalers: Quality Enhancement

SSIM PSNR LPIPS VMAF

3D Human Pose Estimation on MuPoTS-3D

3DPCK MPJPE AUC

3D Human Pose Estimation on MSU Video Super Resolution Benchmark: Detail Restoration

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

3D Human Pose Estimation on HumanEva-I

Mean Reconstruction Error (mm)

3D Human Pose Estimation on Panoptic

Average MPJPE (mm)

3D Human Pose Estimation on Vid4 - 4x upscaling

PSNR SSIM MOVIE

3D Human Pose Estimation on Shelf

3D Human Pose Estimation on AGORA

B-NMVE B-NMJE B-MVE B-MPJPE FB-NMVE FB-MVE F-MVE FB-NMJE FB-MPJPE F-MPJPE LH/RH-MVE LH/RH-MPJPE

3D Human Pose Estimation on Vid4 - 4x upscaling - BD degradation

3D Human Pose Estimation on H3WB

3D Human Pose Estimation on Campus

3D Human Pose Estimation on Total Capture

Average MPJPE (mm)MPJPE

3D Human Pose Estimation on EMDB

Average MPJPE-PA (mm)Average MPJPE (mm)Average MVE (mm)Average MVE-PA (mm)Jitter (10m/s^3)Average MPJAE (deg)Average MPJAE-PA (deg)Average G-MPJPE (mm)Average G-MVE (mm)

3D Human Pose Estimation on AH36M

H36M PMPJPE (n = 25)Best-Hypothesis PMPJPE (n = 25)H36M PMPJPE (n = 1)Most-Likely Hypothesis PMPJPE (n = 1)Best-Hypothesis MPJPE (n = 25)

3D Human Pose Estimation on SSP-3D

PVE-T-SC mIOU PVE-T

3D Human Pose Estimation on SceneEgo

Average MPJPE (mm)PA-MPJPE

3D Human Pose Estimation on UDM10 - 4x upscaling

3D Human Pose Estimation on GlobalEgoMocap Test Dataset

Average MPJPE (mm)PA-MPJPE

3D Human Pose Estimation on REDS4- 4x upscaling

3D Human Pose Estimation on Surreal

MPJPE PA-MPJPE PVE PCK

3D Human Pose Estimation on UnrealEgo

Average MPJPE (mm)PA-MPJPE

3D Human Pose Estimation on 3D Poses in the Wild Challenge

3D Human Pose Estimation on AIST++

MPJPE Acceleration Error Single-view

3D Human Pose Estimation on BEAT2

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

Lip Vertex Error FDD

3D Human Pose Estimation on Ultra Video Group HD - 4x upscaling

3D Human Pose Estimation on RICH

MPJPE PA-MPJPE MPVPE BoSE

3D Human Pose Estimation on SLOPER4D

Average MPJPE (mm)

3D Human Pose Estimation on UBody

PVE-All PVE-Hands PVE-Face PA-PVE-All PA-PVE-Hands PA-PVE-Face

3D Human Pose Estimation on Falling Objects

3D Human Pose Estimation on Filtered NTU RGB+D

3D Human Pose Estimation on SkiPose

MPJPE P-MPJPE CPS PCK

3D Human Pose Estimation on TbD

3D Human Pose Estimation on TbD-3D

3D Human Pose Estimation on Vimeo90K

3D Human Pose Estimation on Xiph HD - 4x upscaling

3D Human Pose Estimation on DHP19

MPJPE3D GFLOPs MPJPE2D Params (M)

3D Human Pose Estimation on EgoBody

Average MPJPE (mm)PA-MPJPE MPVPE PA-MPVPE

3D Human Pose Estimation on Gaming 3D (G3D)

3D Human Pose Estimation on Geometric Pose Affordance

MPJPE PCK3D (CA)PCK3D (CS)MPJPE (CA)MPJPE (CS)PCK

3D Human Pose Estimation on SPEC-MTP

3D Human Pose Estimation on VOCASET

Lip Vertex Error

3D Human Pose Estimation on 3DOH50K

Average PA-MPJPE (mm)

3D Human Pose Estimation on CHALL H80K

3D Human Pose Estimation on Geometric Pose Affordance

MPJPE (CS)MPJPE (CA)PCK3D (CS)PCK3D (CA)

3D Human Pose Estimation on HSPACE

MPJPE MPVPE PA-MPJPE PA-MPVPE

3D Human Pose Estimation on ITOP front-view

3D Human Pose Estimation on JTA

F1(t=0.4m)F1(t=0.8m)F1(t=1.2m)

3D Human Pose Estimation on Kitti Odometry

Absolute Trajectory Error [m]

3D Human Pose Estimation on MoVi

3D Human Pose Estimation on Relative Human

3D Human Pose Estimation on SAT-MTB-VSR

3D Human Pose Estimation on SPMCS - 4x upscaling

3D Human Pose Estimation on SUN-Mem

AP50 AUPRC AUROC

3D Human Pose Estimation on Vimeo-90K

3D Human Pose Estimation on Waymo Open Dataset