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Category-Agnostic Pose Estimation on MP-100 (Split 3)

92.62PCK@0.2GraphCape
47.390459.132770.87582.6173Jun 1, 2024Sep 27, 2024Jan 24, 2025May 22, 2025Sep 18, 2025Jan 14, 2026May 13, 2026

Evaluation results

MethodLinks
GraphCapeShots=5, Backbone=SwinV2-small2026.0592.62
GenCape (Ours)Shots=5, Backbone=SwinV2-small2026.0592.26
SCAPEShots=5, Backbone=SwinV2-small2026.0591.78
PPM+CPTShots=5, Backbone=SwinV2-small2026.0591.76
GraphCape-SSupport Type=Graph-support, Support Modality=Image + Graph, Shot-setting=1-shot2026.0590.69
Pose Anything-SShots=1-shot2024.0689.79
SDPNetShots=5, Backbone=SwinV2-small2026.0589.67
GenCape-SSupport Type=Graph-support, Support Modality=Image (Graph), Shot-setting=1-shot, backbone=SwinV2-small2026.0589.46
CapeFormerShots=5, Backbone=SwinV2-small2026.0589.4
CapeFormer-SShots=1-shot2024.0689.16
CapeXShots=1-shot2024.0688.95
CapeX-SSupport Type=Text-support, Support Modality=Image + Text + Graph, Shot-setting=1-shot2026.0587.72
SCAPESupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.0587.29
GenCape-TSupport Type=Graph-support, Support Modality=Image (Graph), Shot-setting=1-shot, backbone=SwinV2-tiny2026.0586.89
GraphCape-TSupport Type=Graph-support, Support Modality=Image + Graph, Shot-setting=1-shot2026.0585.68
SDPNet (HRNet-32)Support Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.0585.49
CapeFormer-TSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.0585.31
X-PoseSupport Type=Text-support, Support Modality=Image\Text, Shot-setting=1-shot2026.0585.26
MetaPoint+Support Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.0584.52
PPM+CPTSupport Type=Text-support, Support Modality=Image + Text, Shot-setting=1-shot2026.0584.48
CapeFormerShots=1-shot2024.0683.59
CapeFormerSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.0583.59
ESCAPESupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.0581.25
POMNetShots=1-shot2024.0678.17
POMNetSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.0578.17
POMNetShots=5, Backbone=SwinV2-small2026.0578
Fine-tuneShots=5, Backbone=SwinV2-small2026.0566.76
Fine-tunedShots=1-shot2024.0666.06
MAMLShots=1-shot2024.0664.19
ProtoNetShots=1-shot2024.0649.13