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3D Human Pose Estimation

3D › Pose Estimation › 3D Human Pose Estimation 986 평가 기록 75 datasets

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.

개요는 각 항목의 일부입니다. 위 탭에서 전체 기록을 페이지별로 탐색할 수 있습니다.

벤치마크

Papers with Code 아카이브의 데이터셋별 기록 예시입니다. 평가 조건과 지표 방향이 검증되지 않아 순위를 의미하지 않습니다.

Dataset기록된 모델 예시MetricPaperCode
ExtPose (-a, T=16)
PA-MPJPE: 34.0MPJPE: 54.2MPVPE: 67.5
논문 -
TCPFormer (T=81)
AUC: 87.7MPJPE: 15PCK: 99.0
논문 코드
LMT R152 384x384
Average MPJPE (mm): 17.59Using 2D ground-truth joints: NoMulti-View or Monocular: Multi-ViewMPVE (mm): 23.7
논문 -
RealSR + x264
BSQ-rate over ERQA: 0.77BSQ-rate over Subjective Score: 0.196BSQ-rate over VMAF: 0.775BSQ-rate over PSNR: 0.675
논문 코드
MotionBERT (Finetune)
Average MPJPE (mm): 37.5Use Video Sequence: YesFrames Needed: 243Need Ground Truth 2D Pose: No
논문 코드
BSRGAN
PSNR: 29.27LPIPS: 0.177SSIM: 0.836
논문 코드
AdaptPose
Average MPJPE (mm): 42.5Number of Views: 1Number of Frames Per View: 273D Annotations: S1
논문 코드
VRT
Subjective score: 7.628ERQAv1.0: 0.758QRCRv1.0: 0.722SSIM: 0.902
논문 코드
GLA-GCN (T=27, GT)
Mean Reconstruction Error (mm): 9.2
논문 코드
RapidPoseTriangulation (with corrected labels)
PCP3D: 100MPJPE: 47.5
논문 코드
EvTexture+
PSNR: 29.78SSIM: 0.8983
논문 코드
TDBU_Net
3DPCK: 89.6
논문 코드

데이터셋

75개
3DPWMPI-INF-3DHPHuman3.6MMSU Super-Resolution for Video CompressionHuman3.6MMSU Video Upscalers: Quality EnhancementHuman3.6MMSU Video Super Resolution Benchmark: Detail RestorationHumanEva-IShelfVid4 - 4x upscalingMuPoTS-3D

논문

라이브러리

Papers with Code 리더보드 row에 연결된 구현 저장소입니다.

github.com/Vegetebird/StridedTransformer-Pose3D 1 논문
github.com/bruceyo/GLA-GCN 1 논문
github.com/fabro66/GAST-Net-3DPoseEstimation 1 논문
github.com/geopavlakos/ordinal-pose3d 1 논문
github.com/hbing-l/rtpca 1 논문
github.com/JinluZhang1126/MixSTE 1 논문

하위 태스크

3A 3D Absolute Human Pose Estimation 26 데이터셋 · 279 rows 3M 3D Multi-Person Pose Estimation 9 데이터셋 · 119 rows M3 Monocular 3D Human Pose Estimation 1 데이터셋 · 52 rows W3 Weakly-supervised 3D Human Pose Estimation 2 데이터셋 · 35 rows M3 Multi-Hypotheses 3D Human Pose Estimation 3 데이터셋 · 23 rows EP Egocentric Pose Estimation 4 데이터셋 · 22 rows PP Pose Prediction 3 데이터셋 · 6 rows 3H 3D human pose and shape estimation 1 데이터셋 · 2 rows G3 Global 3D Human Pose Estimation 1 데이터셋 · 1 rows