← Multi-Hypotheses 3D Human Pose Estimation

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Human3.6M

아카이브 평가 12건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
DDHPose (H=20, W=10, J-Best)	Average MPJPE (mm) 33.62 Average PMPJPE (mm) 26.48	Disentangled Diffusion-Based 3D Human Pose Estimation with Hierarchical Spatial and Temporal Denoiser 2024-03-07	코드 1
GFPose (HPJ2D-010, S=200)	Average MPJPE (mm) 35.1	GFPose: Learning 3D Human Pose Prior with Gradient Fields 2022-12-16	코드 1
D3DP	Average MPJPE (mm) 35.4 Using 2D ground-truth joints No	Diffusion-Based 3D Human Pose Estimation with Multi-Hypothesis Aggregation 2023-03-21	코드 1
GFPose (HPJ2D-000, S=200)	Average MPJPE (mm) 35.6 Average PMPJPE (mm) 30.5 Using 2D ground-truth joints 16.9	GFPose: Learning 3D Human Pose Prior with Gradient Fields 2022-12-16	코드 1
DDHPose (H=20, W=10, P-Best)	Average MPJPE (mm) 39.0 Average PMPJPE (mm) 31.2	Disentangled Diffusion-Based 3D Human Pose Estimation with Hierarchical Spatial and Temporal Denoiser 2024-03-07	코드 1
GraphMDN	Average MPJPE (mm) 46.2 Average PMPJPE (mm) 36.3	GraphMDN: Leveraging graph structure and deep learning to solve inverse problems 2020-10-26	연결 없음
Sharma et al.	Average MPJPE (mm) 46.8 Average PMPJPE (mm) 37.3	Monocular 3D Human Pose Estimation by Generation and Ordinal Ranking 2019-04-02	코드 1
cGNF xlarge w Lsample	Average MPJPE (mm) 48.5	Multi-hypothesis 3D human pose estimation metrics favor miscalibrated distributions 2022-10-20	코드 1
MDN	Average MPJPE (mm) 52.7 Average PMPJPE (mm) 42.6	Generating Multiple Hypotheses for 3D Human Pose Estimation with Mixture Density Network 2019-04-11	코드 1 · 코드 2
cGNF w Lsample	Average MPJPE (mm) 53 Expected Calibration Error 0.08 Average MPJPE (mm) for occluded Joints 41.8	Multi-hypothesis 3D human pose estimation metrics favor miscalibrated distributions 2022-10-20	코드 1
Li et al.	Average MPJPE (mm) 73.9 Average PMPJPE (mm) 44.3	Weakly Supervised Generative Network for Multiple 3D Human Pose Hypotheses 2020-08-13	코드 1
MHEntropy	Average PMPJPE (mm) 36.8	MHEntropy: Entropy Meets Multiple Hypotheses for Pose and Shape Recovery 2023-01-01	코드 1