Weakly Supervised 3D Human Pose Estimation On

评估指标

Average MPJPE (mm)

评测结果

各个模型在此基准测试上的表现结果

		Paper Title	Repository
Rhodin et al.	131.7	Unsupervised Geometry-Aware Representation for 3D Human Pose Estimation
Pavlakos et al.	118.4	Harvesting Multiple Views for Marker-less 3D Human Pose Annotations	-
Pavlakos et al.	110.7	TexturePose: Supervising Human Mesh Estimation with Texture Consistency
HW-HuP	104.1	Heuristic Weakly Supervised 3D Human Pose Estimation
self-supervised mocap	98.4	Self-supervised Learning of Motion Capture
RepNet	89.9	RepNet: Weakly Supervised Training of an Adversarial Reprojection Network for 3D Human Pose Estimation
Li et al.	88.8	On Boosting Single-Frame 3D Human Pose Estimation via Monocular Videos	-
Tome et al.	88.4	Lifting from the Deep: Convolutional 3D Pose Estimation from a Single Image
Wang et al.	83.0	Distill Knowledge from NRSfM for Weakly Supervised 3D Pose Learning	-
EpipolarPose (self-supervised)	76.6	Self-Supervised Learning of 3D Human Pose using Multi-view Geometry
CanonPose	74.3	CanonPose: Self-Supervised Monocular 3D Human Pose Estimation in the Wild
GeoRep	67.4	Weakly-Supervised 3D Human Pose Learning via Multi-view Images in the Wild	-
EpipolarPose (S1)	65.35	Self-Supervised Learning of 3D Human Pose using Multi-view Geometry
Triangulation	64.7	On Triangulation as a Form of Self-Supervision for 3D Human Pose Estimation	-
Pavllo et al.	64.7	3D human pose estimation in video with temporal convolutions and semi-supervised training
TriPose	62.9	TriPose: A Weakly-Supervised 3D Human Pose Estimation via Triangulation from Video	-
Li et al.	62.9	Cascaded deep monocular 3D human pose estimation with evolutionary training data
2D-3D Lifting self-supervised	62.0	Self-Supervised 3D Human Pose Estimation with Multiple-View Geometry
EpipolarPose (SS + RU)	60.56	Self-Supervised Learning of 3D Human Pose using Multi-view Geometry
GeoRep (semi-supervised)	59.7	Weakly-Supervised 3D Human Pose Learning via Multi-view Images in the Wild	-

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