Category-Agnostic Pose Estimation on MP-100 (Split 3)
92.62PCK@0.2GraphCape
Evaluation Results
| Method | Links | |
|---|---|---|
| GraphCapeShots=5, Backbone=SwinV2-small2026.05 | 92.62 | |
| GenCape (Ours)Shots=5, Backbone=SwinV2-small2026.05 | 92.26 | |
| SCAPEShots=5, Backbone=SwinV2-small2026.05 | 91.78 | |
| PPM+CPTShots=5, Backbone=SwinV2-small2026.05 | 91.76 | |
| GraphCape-SSupport Type=Graph-support, Support Modality=Image + Graph, Shot-setting=1-shot2026.05 | 90.69 | |
| Pose Anything-SShots=1-shot2024.06 | 89.79 | |
| SDPNetShots=5, Backbone=SwinV2-small2026.05 | 89.67 | |
| GenCape-SSupport Type=Graph-support, Support Modality=Image (Graph), Shot-setting=1-shot, backbone=SwinV2-small2026.05 | 89.46 | |
| CapeFormerShots=5, Backbone=SwinV2-small2026.05 | 89.4 | |
| CapeFormer-SShots=1-shot2024.06 | 89.16 | |
| CapeXShots=1-shot2024.06 | 88.95 | |
| CapeX-SSupport Type=Text-support, Support Modality=Image + Text + Graph, Shot-setting=1-shot2026.05 | 87.72 | |
| SCAPESupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 87.29 | |
| GenCape-TSupport Type=Graph-support, Support Modality=Image (Graph), Shot-setting=1-shot, backbone=SwinV2-tiny2026.05 | 86.89 | |
| GraphCape-TSupport Type=Graph-support, Support Modality=Image + Graph, Shot-setting=1-shot2026.05 | 85.68 | |
| SDPNet (HRNet-32)Support Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 85.49 | |
| CapeFormer-TSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 85.31 | |
| X-PoseSupport Type=Text-support, Support Modality=Image\Text, Shot-setting=1-shot2026.05 | 85.26 | |
| MetaPoint+Support Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 84.52 | |
| PPM+CPTSupport Type=Text-support, Support Modality=Image + Text, Shot-setting=1-shot2026.05 | 84.48 | |
| CapeFormerShots=1-shot2024.06 | 83.59 | |
| CapeFormerSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 83.59 | |
| ESCAPESupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 81.25 | |
| POMNetShots=1-shot2024.06 | 78.17 | |
| POMNetSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 78.17 | |
| POMNetShots=5, Backbone=SwinV2-small2026.05 | 78 | |
| Fine-tuneShots=5, Backbone=SwinV2-small2026.05 | 66.76 | |
| Fine-tunedShots=1-shot2024.06 | 66.06 | |
| MAMLShots=1-shot2024.06 | 64.19 | |
| ProtoNetShots=1-shot2024.06 | 49.13 |