Category-Agnostic Pose Estimation on MP-100 (Split 5)
93.34PCK@0.2GenCape (Ours)
Evaluation Results
| Method | Links | |
|---|---|---|
| GenCape (Ours)Shots=5, Backbone=SwinV2-small2026.05 | 93.34 | |
| CapeXShots=1-shot2024.06 | 92.57 | |
| GraphCapeShots=5, Backbone=SwinV2-small2026.05 | 92.41 | |
| PPM+CPTShots=5, Backbone=SwinV2-small2026.05 | 91.94 | |
| CapeX-SSupport Type=Text-support, Support Modality=Image + Text + Graph, Shot-setting=1-shot2026.05 | 91.81 | |
| SCAPEShots=5, Backbone=SwinV2-small2026.05 | 91.1 | |
| GenCape-SSupport Type=Graph-support, Support Modality=Image (Graph), Shot-setting=1-shot, backbone=SwinV2-small2026.05 | 90.43 | |
| GraphCape-SSupport Type=Graph-support, Support Modality=Image + Graph, Shot-setting=1-shot2026.05 | 90.11 | |
| Pose Anything-SShots=1-shot2024.06 | 89.61 | |
| SDPNetShots=5, Backbone=SwinV2-small2026.05 | 89.46 | |
| CapeFormer-SShots=1-shot2024.06 | 88.73 | |
| CapeFormerShots=5, Backbone=SwinV2-small2026.05 | 88.25 | |
| PPM+CPTSupport Type=Text-support, Support Modality=Image + Text, Shot-setting=1-shot2026.05 | 87.4 | |
| SDPNet (HRNet-32)Support Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 87.26 | |
| GenCape-TSupport Type=Graph-support, Support Modality=Image (Graph), Shot-setting=1-shot, backbone=SwinV2-tiny2026.05 | 87.02 | |
| SCAPESupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 86.92 | |
| MetaPoint+Support Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 85.96 | |
| X-PoseSupport Type=Text-support, Support Modality=Image\Text, Shot-setting=1-shot2026.05 | 85.79 | |
| GraphCape-TSupport Type=Graph-support, Support Modality=Image + Graph, Shot-setting=1-shot2026.05 | 85.61 | |
| CapeFormerShots=1-shot2024.06 | 85.09 | |
| CapeFormerSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 85.09 | |
| CapeFormer-TSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 84.97 | |
| ESCAPESupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 81.32 | |
| POMNetShots=5, Backbone=SwinV2-small2026.05 | 80.85 | |
| POMNetShots=1-shot2024.06 | 79.17 | |
| POMNetSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 79.17 | |
| Fine-tuneShots=5, Backbone=SwinV2-small2026.05 | 60.24 | |
| Fine-tunedShots=1-shot2024.06 | 59.2 | |
| MAMLShots=1-shot2024.06 | 57.2 | |
| ProtoNetShots=1-shot2024.06 | 44.54 |