Research map / 3D vision / Human pose estimation
CEE-Net: Complementary End-to-End Network for 3D Human Pose Generation and Estimation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| combine the CEE generator and CEE estimator end-to-end | CEE-Net · 3DHP | MPJPE: 71.2mm to 69.7mm | Helped |
| combine the CEE generator and CEE estimator end-to-end | CEE-Net · 3DPW | PA-MPJPE: 79.3mm to 76.8mm | Helped |
| use CEE-Net rather than DH-AUG | Human3.6M · Human3.6M Protocol #1 | MPJPE: 49.8 -> 47.3 | Helped |
| use CEE-Net rather than DH-AUG | Human3.6M · Human3.6M S1 | MPJPE: 52.2 -> 51.9 | Helped |
| use CEE-Net rather than DH-AUG | Human3.6M · Human3.6M S1+S5 | MPJPE: 47.0 -> 46.7 | Helped |
| add CEE pose augmentation to different pose estimators (ablation) | SemGCN, MLP, ST-GCN, and VPose on 3DHP · 3DHP | MPJPE | Helped |
| add bone-angle transformation to PoseAug (ablation) | PoseAug on 3DHP · 3DHP | MPJPE: 86.6 -> 84.4 (-2.2) | No clear effect |
| add bone-angle transformation using CEE-generator (ablation) | CEE-generator on 3DHP · 3DHP | MPJPE: 86.6 -> 81.5 (-5.1) | Helped |
| add bone-angle, rigid-transform, and bone-length changes (ablation) | CEE-generator on 3DHP · 3DHP | MPJPE: 86.6 -> 71.4 (-15.2) | Helped |
| add the joint-angle limit loss (ablation) | CEE-Net · 3DHP | MPJPE: 70.4 -> 69.7 | Helped |
| add the joint-angle limit loss (ablation) | CEE-Net · 3DPW | PA-MPJPE: 78.1 -> 76.8 | Helped |
| use adaptive interpolation rather than random rotation interpolation (ablation) | CEE-Net · 3DHP | PA-MPJPE: 70.5 -> 69.7 | Helped |
Closest papers by meaning
- AdaptPose: Cross-Dataset Adaptation for 3D Human Pose Estimation by Learnable Motion Generation (CVPR 2022 · similarity 0.90)
- PoseGen: Learning to Generate 3D Human Pose Dataset with NeRF (AAAI 2024 · similarity 0.88)
- A Dual-Augmentor Framework for Domain Generalization in 3D Human Pose Estimation (CVPR 2024 · similarity 0.87)
- Toward Approaches to Scalability in 3D Human Pose Estimation (NeurIPS 2024 · similarity 0.87)
- FlexPose: Pose Distribution Adaptation with Limited Guidance (AAAI 2025 · similarity 0.86)
- PoseIRM: Enhance 3D Human Pose Estimation on Unseen Camera Settings via Invariant Risk Minimization (CVPR 2024 · similarity 0.86)
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