Category-Agnostic Pose Estimation on MP-100 (Split 1)
97.19PCK@0.2GenCape (Ours)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GenCape (Ours)Shots=5, Backbone=SwinV2-small2026.05 | 97.19 | — | — | — | — | |
| GraphCapeShots=5, Backbone=SwinV2-small2026.05 | 96.67 | — | — | — | — | |
| CapeXShots=1-shot2024.06 | 95.62 | — | — | — | — | |
| GenCape-SSupport Type=Graph-support, Support Modality=Image (Graph), Shot-setting=1-shot, backbone=SwinV2-small2026.05 | 95.23 | — | — | — | — | |
| SCAPEShots=5, Backbone=SwinV2-small2026.05 | 95.18 | — | — | — | — | |
| CapeX-SSupport Type=Text-support, Support Modality=Image + Text + Graph, Shot-setting=1-shot2026.05 | 95.17 | — | — | — | — | |
| GraphCape-SSupport Type=Graph-support, Support Modality=Image + Graph, Shot-setting=1-shot2026.05 | 94.73 | — | — | — | — | |
| SDPNetShots=5, Backbone=SwinV2-small2026.05 | 93.68 | — | — | — | — | |
| Pose Anything-SShots=1-shot2024.06 | 93.66 | — | — | — | — | |
| PPM+CPTShots=5, Backbone=SwinV2-small2026.05 | 93.64 | — | — | — | — | |
| CapeFormer-SShots=1-shot2024.06 | 92.88 | — | — | — | — | |
| GenCape-R50Shot=1-shot, Support Type=Image (Graph), Backbone=ResNet-502026.05 | 92.74 | 58.91 | 80.63 | 88.97 | 80.31 | |
| GenCape-TSupport Type=Graph-support, Support Modality=Image (Graph), Shot-setting=1-shot, backbone=SwinV2-tiny2026.05 | 92.05 | — | — | — | — | |
| CapeFormerShots=5, Backbone=SwinV2-small2026.05 | 91.94 | — | — | — | — | |
| FMMPShot=1-shot, Support Type=Image-support2026.05 | 91.82 | 57.3 | 78.48 | 87.28 | 78.72 | |
| SCAPEShot=1-shot, Support Type=Image-support2026.05 | 91.67 | 54.09 | 77.34 | 87.02 | 77.53 | |
| SCAPESupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 91.67 | — | — | — | — | |
| SDPNet (HRNet-32)Support Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 91.54 | — | — | — | — | |
| GraphCape-TSupport Type=Graph-support, Support Modality=Image + Graph, Shot-setting=1-shot2026.05 | 91.19 | — | — | — | — | |
| PPM+CPTSupport Type=Text-support, Support Modality=Image + Text, Shot-setting=1-shot2026.05 | 91.03 | — | — | — | — | |
| MetaPointShot=1-shot, Support Type=Image-support2026.05 | 90.43 | 55.08 | 77.12 | 85.81 | 77.11 | |
| MetaPoint+Support Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 90.43 | — | — | — | — | |
| CapeFormer-TSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 89.48 | — | — | — | — | |
| CapeFormerShots=1-shot2024.06 | 89.45 | — | — | — | — | |
| CapeFormerShot=1-shot, Support Type=Image-support2026.05 | 89.45 | 51.03 | 75.17 | 84.87 | 75.13 | |
| CapeFormerSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 89.45 | — | — | — | — | |
| X-PoseSupport Type=Text-support, Support Modality=Image\Text, Shot-setting=1-shot2026.05 | 89.07 | — | — | — | — | |
| GraphCapeShot=1-shot, Support Type=Graph-support2026.05 | 88.19 | 48.55 | 73.43 | 83.71 | 73.47 | |
| ESCAPEShot=1-shot, Support Type=Image-support2026.05 | 86.89 | 48.24 | 72.25 | 82.3 | 72.42 | |
| ESCAPESupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 86.89 | — | — | — | — | |
| POMNetShots=5, Backbone=SwinV2-small2026.05 | 84.72 | — | — | — | — | |
| POMNetShots=1-shot2024.06 | 84.23 | — | — | — | — | |
| POMNetShot=1-shot, Support Type=Image-support2026.05 | 84.23 | 44.39 | 68.87 | 79.39 | 69.22 | |
| POMNetSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 84.23 | — | — | — | — | |
| CLAMPSupport Type=Text-support, Support Modality=Text, Shot-setting=1-shot2026.05 | 72.37 | — | — | — | — | |
| Fine-tuneShots=5, Backbone=SwinV2-small2026.05 | 71.67 | — | — | — | — | |
| Fine-tunedShots=1-shot2024.06 | 70.6 | — | — | — | — | |
| MAMLShots=1-shot2024.06 | 68.14 | — | — | — | — | |
| ProtoNetShots=1-shot2024.06 | 46.05 | — | — | — | — |