3D Human Pose Estimation On Mpi Inf 3Dhp

Metrics

MPJPE

PCK

Results

Performance results of various models on this benchmark

			Paper Title	Repository
VNect (Augm.)	124.7	76.6	VNect: Real-time 3D Human Pose Estimation with a Single RGB Camera
HMR	124.2	72.9	End-to-end Recovery of Human Shape and Pose
Single-Shot Multi-Person	122.2	75.2	Single-Shot Multi-Person 3D Pose Estimation From Monocular RGB
Mehta	117.6	75.7	Monocular 3D Human Pose Estimation In The Wild Using Improved CNN Supervision	-
PONet	115.0	76.1	PONet: Robust 3D Human Pose Estimation via Learning Orientations Only	-
DenseRaC	114.2	76.9	DenseRaC: Joint 3D Pose and Shape Estimation by Dense Render-and-Compare	-
Pose Consensus (monocular)	112.1	80.6	Consensus-based Optimization for 3D Human Pose Estimation in Camera Coordinates
GeoRep (fully-supervised)	110.8	80.2	Weakly-Supervised 3D Human Pose Learning via Multi-view Images in the Wild	-
XFormer (HRNet)	109.8	-	XFormer: Fast and Accurate Monocular 3D Body Capture	-
EpipolarPose (fully-supervised)	108.99	77.5	Self-Supervised Learning of 3D Human Pose using Multi-view Geometry
SPIN	105.2	76.4	Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop
DSR	104.7	-	Learning to Regress Bodies from Images using Differentiable Semantic Rendering
CanonPose	104	77	CanonPose: Self-Supervised Monocular 3D Human Pose Estimation in the Wild
RSC-Net	103.36	-	3D Human Shape and Pose from a Single Low-Resolution Image with Self-Supervised Learning
PoseNet3D	102.4	81.9	PoseNet3D: Learning Temporally Consistent 3D Human Pose via Knowledge Distillation
DynaBOA	101.5	79.5	Out-of-Domain Human Mesh Reconstruction via Dynamic Bilevel Online Adaptation
EvoSkeleton	99.7	81.2	Cascaded deep monocular 3D human pose estimation with evolutionary training data
XNect (SelecSLS)	98.4	82.8	XNect: Real-time Multi-Person 3D Motion Capture with a Single RGB Camera
DDT	97.8	-	DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos	-
RepNet (3DHP)	97.8	82.5	RepNet: Weakly Supervised Training of an Adversarial Reprojection Network for 3D Human Pose Estimation

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3D Human Pose Estimation On Mpi Inf 3Dhp

Metrics

Results