Category-Agnostic Pose Estimation on MP-100 (Split 2)
92.94PCK@0.2GenCape (Ours)
Evaluation Results
| Method | Links | |
|---|---|---|
| GenCape (Ours)Shots=5, Backbone=SwinV2-small2026.05 | 92.94 | |
| PPM+CPTShots=5, Backbone=SwinV2-small2026.05 | 92.71 | |
| GraphCapeShots=5, Backbone=SwinV2-small2026.05 | 91.48 | |
| SCAPEShots=5, Backbone=SwinV2-small2026.05 | 91.25 | |
| CapeXShots=1-shot2024.06 | 90.94 | |
| GenCape-SSupport Type=Graph-support, Support Modality=Image (Graph), Shot-setting=1-shot, backbone=SwinV2-small2026.05 | 90.6 | |
| Pose Anything-SShots=1-shot2024.06 | 90.42 | |
| SDPNetShots=5, Backbone=SwinV2-small2026.05 | 90.23 | |
| GraphCape-SSupport Type=Graph-support, Support Modality=Image + Graph, Shot-setting=1-shot2026.05 | 89.79 | |
| CapeFormer-SShots=1-shot2024.06 | 89.11 | |
| CapeFormerShots=5, Backbone=SwinV2-small2026.05 | 88.92 | |
| CapeX-SSupport Type=Text-support, Support Modality=Image + Text + Graph, Shot-setting=1-shot2026.05 | 88.88 | |
| GenCape-TSupport Type=Graph-support, Support Modality=Image (Graph), Shot-setting=1-shot, backbone=SwinV2-tiny2026.05 | 88.69 | |
| PPM+CPTSupport Type=Text-support, Support Modality=Image + Text, Shot-setting=1-shot2026.05 | 88.06 | |
| GraphCape-TSupport Type=Graph-support, Support Modality=Image + Graph, Shot-setting=1-shot2026.05 | 87.81 | |
| SCAPESupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 86.87 | |
| SDPNet (HRNet-32)Support Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 86.72 | |
| CapeFormer-TSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 86.69 | |
| MetaPoint+Support Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 85.59 | |
| X-PoseSupport Type=Text-support, Support Modality=Image\Text, Shot-setting=1-shot2026.05 | 85.05 | |
| CapeFormerShots=1-shot2024.06 | 84.88 | |
| CapeFormerSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 84.88 | |
| ESCAPESupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 82.55 | |
| POMNetShots=5, Backbone=SwinV2-small2026.05 | 79.61 | |
| POMNetShots=1-shot2024.06 | 78.25 | |
| POMNetSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.05 | 78.25 | |
| Fine-tuneShots=5, Backbone=SwinV2-small2026.05 | 57.84 | |
| Fine-tunedShots=1-shot2024.06 | 57.04 | |
| MAMLShots=1-shot2024.06 | 54.72 | |
| ProtoNetShots=1-shot2024.06 | 40.84 |