Research map / 3D vision / Human pose estimation
End-to-End Multi-Person Pose Estimation With Transformers
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add a joint decoder after the pose decoder to refine joint locations (ablation) | PETR · COCO val2017 | AP: 66.4 -> 67.4 | Helped |
| Add pose and joint decoders instead of directly regressing poses from visual features (ablation) | PETR · COCO val2017 | AP: 49.4 -> 67.4 | Helped |
| Add OKS loss (ablation) | PETR with L1 loss and L1 matching · COCO val2017 | AP: 64.2 -> 65.6 | Helped |
| Use OKS for bipartite matching cost (ablation) | PETR with L1 loss and L1 matching · COCO val2017 | AP: 64.2 -> 66.9 | Helped |
| Use both OKS loss and OKS matching (ablation) | PETR · COCO val2017 | AP: 64.2 -> 67.4 | Helped |
| Use multi-scale test | PETR with ResNet-50 · COCO test-dev | AP: 67.6 -> 69.2 | Helped |
| Use multi-scale test | PETR with ResNet-101 · COCO test-dev | AP: 68.5 -> 70.0 | Helped |
| Use multi-scale test | PETR with Swin-L · COCO test-dev | AP: 70.5 -> 71.2 | Helped |
| Use flipping test | PETR · CrowdPose test | AP: 71.6 -> 72.0 | Helped |
Closest papers by meaning
- End-to-End Multi-Person Pose Estimation with Pose-Aware Video Transformer (AAAI 2026 · similarity 0.91)
- Direct Multi-view Multi-person 3D Pose Estimation (NeurIPS 2021 · similarity 0.91)
- Optimizing Human Pose Estimation Through Focused Human and Joint Regions (AAAI 2025 · similarity 0.87)
- SVTformer: Spatial-View-Temporal Transformer for Multi-View 3D Human Pose Estimation (AAAI 2025 · similarity 0.87)
- Multiple View Geometry Transformers for 3D Human Pose Estimation (CVPR 2024 · similarity 0.87)
- HiPoser: 3D Human Pose Estimation with Hierarchical Shared Learning at Parts-Level Using Inertial Measurement Units (AAAI 2025 · similarity 0.86)
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