الرئيسية الأخبار أحدث الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Multi Hypotheses 3D Human Pose Estimation On

المقاييس

Average MPJPE (mm)

Average PMPJPE (mm)

Using 2D ground-truth joints

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Average MPJPE (mm)	Average PMPJPE (mm)	Using 2D ground-truth joints	Paper Title	Repository
GFPose (HPJ2D-000, S=200)	35.6	30.5	16.9	GFPose: Learning 3D Human Pose Prior with Gradient Fields
Li et al.	73.9	44.3	-	Weakly Supervised Generative Network for Multiple 3D Human Pose Hypotheses
cGNF xlarge w Lsample	48.5	-	-	Multi-hypothesis 3D human pose estimation metrics favor miscalibrated distributions
MDN	52.7	42.6	-	Generating Multiple Hypotheses for 3D Human Pose Estimation with Mixture Density Network
D3DP	35.4	-	No	Diffusion-Based 3D Human Pose Estimation with Multi-Hypothesis Aggregation
Sharma et al.	46.8	37.3	-	Monocular 3D Human Pose Estimation by Generation and Ordinal Ranking
GraphMDN	46.2	36.3	-	GraphMDN: Leveraging graph structure and deep learning to solve inverse problems	-
MHEntropy	-	36.8	-	MHEntropy: Entropy Meets Multiple Hypotheses for Pose and Shape Recovery	-
GFPose (HPJ2D-010, S=200)	35.1	-	-	GFPose: Learning 3D Human Pose Prior with Gradient Fields
cGNF w Lsample	53	-	-	Multi-hypothesis 3D human pose estimation metrics favor miscalibrated distributions

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