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Pose Estimation 벤치마크

Pose Estimation on ITOP front-view

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Mean mAP

77.4 81.4 85.39 89.38 93.38 2016-03 2026-09 Multi-task learning + viewpoint invariance — 77.4 (2016-03-23) Multi-task learning + viewpoint invariance — 77.4 (2016-03-23) Multi-task learning + viewpoint invariance — 77.4 (2016-03-23) REN — 84.9 (2017-07-23) REN — 84.9 (2017-07-23) REN — 84.9 (2017-07-23) V2V-PoseNet — 88.74 (2017-11-20) V2V-PoseNet — 88.74 (2017-11-20) V2V-PoseNet — 88.74 (2017-11-20) A2J — 88.0 (2019-08-27) A2J — 88.0 (2019-08-27) A2J — 88.0 (2019-08-27) AdaPose — 93.38 (2021-08-19) DECA-D3 — 88.75 (2021-08-19) AdaPose — 93.38 (2021-08-19) DECA-D3 — 88.75 (2021-08-19) AdaPose — 93.38 (2021-08-19) DECA-D3 — 88.75 (2021-08-19) SPiKE — 89.19 (2024-09-03) SPiKE — 89.19 (2024-09-03) SPiKE — 89.19 (2024-09-03) Multi-task learning + viewpoint invariance — 77.4 (2016-03-23) REN — 84.9 (2017-07-23) V2V-PoseNet — 88.74 (2017-11-20) AdaPose — 93.38 (2021-08-19)
RankModel Mean mAP Extra Training Data PaperCodeYear
1 AdaPose 93.38 Sequential 3D Human Pose Estimation Using Adaptive Point Cloud Sampling Strategy Hmslab/Adapose 2021
2 SPiKE 89.19 SPiKE: 3D Human Pose from Point Cloud Sequences iballester/SPiKE 2024
3 DECA-D3 88.75 DECA: Deep viewpoint-Equivariant human pose estimation using Capsule Autoencoders mmlab-cv/deca 2021
4 V2V-PoseNet 88.74 V2V-PoseNet: Voxel-to-Voxel Prediction Network for Accurate 3D Hand and Human Pose Estimation from a Single Depth Map mks0601/V2V-PoseNet_RELEASE · dragonbook/V2V-PoseNet-pytorch · YangYangTaoTao/V2V-PoseNet_Pytorch · +2 2017
5 A2J 88.0 A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image zhangboshen/A2J · bo-zhang-cs/CACNet-Pytorch 2019
6 REN 84.9 Towards Good Practices for Deep 3D Hand Pose Estimation 2017
7 Multi-task learning + viewpoint invariance 77.4 Towards Viewpoint Invariant 3D Human Pose Estimation mks0601/V2V-PoseNet_RELEASE · zhengkang86/ram_person_id 2016
8 AdaPose 93.38 Sequential 3D Human Pose Estimation Using Adaptive Point Cloud Sampling Strategy Hmslab/Adapose 2021
9 SPiKE 89.19 SPiKE: 3D Human Pose from Point Cloud Sequences iballester/SPiKE 2024
10 DECA-D3 88.75 DECA: Deep viewpoint-Equivariant human pose estimation using Capsule Autoencoders mmlab-cv/deca 2021
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