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SotA/Methodology/3D/3DPW

3D on 3DPW

Metric: Acceleration Error (lower is better)

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#Model↕Acceleration Error▲AugmentationsPaperDate↕Code
1HybridCap5.4NoHybridCap: Inertia-aid Monocular Capture of Chal...2022-03-17-
2ARTS (Resnet50 L=16)6.5NoARTS: Semi-Analytical Regressor using Disentangl...2024-10-21Code
3GLoT6.6NoGlobal-to-Local Modeling for Video-based 3D Huma...2023-03-26Code
4DDT6.6NoDiffMesh: A Motion-aware Diffusion Framework for...2023-03-23-
5PARE + HANet (T=101)6.8NoKinematic-aware Hierarchical Attention Network f...2022-11-29Code
6STR6.9NoSpatio-temporal Tendency Reasoning for Human Bod...2022-10-07-
7TCMR (T=16 w/o 3DPW)7NoBeyond Static Features for Temporally Consistent...2020-11-17Code
8TCMR (T=16 w/o H3.6M)7.1NoBeyond Static Features for Temporally Consistent...2020-11-17Code
9MPS-Net (T=16)7.4NoCapturing Humans in Motion: Temporal-Attentive 3...2022-03-16-
10TAR (N=9)7.7NoTemporal-Aware Refinement for Video-based Human ...2023-11-16-
11PARE + HANet (T=51)8NoKinematic-aware Hierarchical Attention Network f...2022-11-29Code
12MoCap-SPIN + PoseBERT8.3NoLeveraging MoCap Data for Human Mesh Recovery2021-10-18Code
13TAPE (T=16)8.9NoTAPE: Temporal Attention-based Probabilistic hum...2023-04-29Code
14DST-VIBE11NoDeep Two-Stream Video Inference for Human Body P...2021-10-22-
15TePose (T=6)11.4NoLive Stream Temporally Embedded 3D Human Body Po...2022-07-25Code
16HMMR (T=20)15.2NoLearning 3D Human Dynamics from Video2018-12-04Code
17LMR15.6NoLearning Local Recurrent Models for Human Mesh R...2021-07-27-
18INT-2 (ResNet-50)16.5NoCapturing the motion of every joint: 3D human po...2023-03-01Code
19Wenshuo et a;.17.1NoDecomposed Human Motion Prior for Video Pose Est...2023-05-30-
20VIBE23.4NoVIBE: Video Inference for Human Body Pose and Sh...2019-12-11Code
21HMR37.4NoEnd-to-end Recovery of Human Shape and Pose2017-12-18Code
22Self-Attentive77.9NoSelf-Attentive 3D Human Pose and Shape Estimatio...2021-03-26-