Category-Agnostic Pose Estimation on MP-100 (Split 4)
92.85PCK@0.2PPM+CPT
Evaluation Results
| Method | Links | |
|---|---|---|
| PPM+CPTShots=5, Backbone=SwinV2-small2026.05 | 92.85 | |
| GenCape (Ours)Shots=5, Backbone=SwinV2-small2026.05 | 91.93 | |
| GraphCapeShots=5, Backbone=SwinV2-small2026.05 | 90.95 | |
| SCAPEShots=5, Backbone=SwinV2-small2026.05 | 90.74 | |
| CapeXShots=1-shot2024.06 | 89.43 | |
| GenCape-SSupport Type=Graph-support, Support Modality=Image (Graph), Shot-setting=1-shot, backbone=SwinV2-small2026.05 | 89.32 | |
| SDPNetShots=5, Backbone=SwinV2-small2026.05 | 89.08 | |
| Pose Anything-SShots=1-shot2024.06 | 88.68 | |
| CapeX-SSupport Type=Text-support, Support Modality=Image + Text + Graph, Shot-setting=1-shot2026.05 | 88.24 | |
| GraphCape-SSupport Type=Graph-support, Support Modality=Image + Graph, Shot-setting=1-shot2026.05 | 88.09 | |
| CapeFormerShots=5, Backbone=SwinV2-small2026.05 | 88.01 | |
| CapeFormer-SShots=1-shot2024.06 | 87.19 | |
| PPM+CPTSupport Type=Text-support, Support Modality=Image + Text, Shot-setting=1-shot2026.05 | 86.73 | |
| GenCape-TSupport Type=Graph-support, Support Modality=Image (Graph), Shot-setting=1-shot, backbone=SwinV2-tiny2026.05 | 85.88 | |
| GraphCape-TSupport Type=Graph-support, Support Modality=Image + Graph, Shot-setting=1-shot2026.05 | 85.87 | |
| SDPNet (HRNet-32)Support Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 85.77 | |
| X-PoseSupport Type=Text-support, Support Modality=Image\Text, Shot-setting=1-shot2026.05 | 85.52 | |
| SCAPESupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 85.01 | |
| CapeFormer-TSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 84.79 | |
| MetaPoint+Support Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 84.34 | |
| CapeFormerShots=1-shot2024.06 | 83.53 | |
| CapeFormerSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 83.53 | |
| ESCAPESupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 81.72 | |
| POMNetShots=5, Backbone=SwinV2-small2026.05 | 80.38 | |
| POMNetShots=1-shot2024.06 | 78.68 | |
| POMNetSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 78.68 | |
| Fine-tuneShots=5, Backbone=SwinV2-small2026.05 | 66.53 | |
| Fine-tunedShots=1-shot2024.06 | 65 | |
| MAMLShots=1-shot2024.06 | 63.24 | |
| ProtoNetShots=1-shot2024.06 | 43.34 |