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Category-Agnostic Pose Estimation on MP-100 (Split 4)

92.85PCK@0.2PPM+CPT
41.359654.727368.09581.4627Jun 1, 2024Sep 27, 2024Jan 24, 2025May 22, 2025Sep 18, 2025Jan 14, 2026May 13, 2026

Evaluation results

MethodLinks
PPM+CPTShots=5, Backbone=SwinV2-small2026.0592.85
GenCape (Ours)Shots=5, Backbone=SwinV2-small2026.0591.93
GraphCapeShots=5, Backbone=SwinV2-small2026.0590.95
SCAPEShots=5, Backbone=SwinV2-small2026.0590.74
CapeXShots=1-shot2024.0689.43
GenCape-SSupport Type=Graph-support, Support Modality=Image (Graph), Shot-setting=1-shot, backbone=SwinV2-small2026.0589.32
SDPNetShots=5, Backbone=SwinV2-small2026.0589.08
Pose Anything-SShots=1-shot2024.0688.68
CapeX-SSupport Type=Text-support, Support Modality=Image + Text + Graph, Shot-setting=1-shot2026.0588.24
GraphCape-SSupport Type=Graph-support, Support Modality=Image + Graph, Shot-setting=1-shot2026.0588.09
CapeFormerShots=5, Backbone=SwinV2-small2026.0588.01
CapeFormer-SShots=1-shot2024.0687.19
PPM+CPTSupport Type=Text-support, Support Modality=Image + Text, Shot-setting=1-shot2026.0586.73
GenCape-TSupport Type=Graph-support, Support Modality=Image (Graph), Shot-setting=1-shot, backbone=SwinV2-tiny2026.0585.88
GraphCape-TSupport Type=Graph-support, Support Modality=Image + Graph, Shot-setting=1-shot2026.0585.87
SDPNet (HRNet-32)Support Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.0585.77
X-PoseSupport Type=Text-support, Support Modality=Image\Text, Shot-setting=1-shot2026.0585.52
SCAPESupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.0585.01
CapeFormer-TSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.0584.79
MetaPoint+Support Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.0584.34
CapeFormerShots=1-shot2024.0683.53
CapeFormerSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.0583.53
ESCAPESupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.0581.72
POMNetShots=5, Backbone=SwinV2-small2026.0580.38
POMNetShots=1-shot2024.0678.68
POMNetSupport Type=Image-support, Support Modality=Image, Shot-setting=1-shot2026.0578.68
Fine-tuneShots=5, Backbone=SwinV2-small2026.0566.53
Fine-tunedShots=1-shot2024.0665
MAMLShots=1-shot2024.0663.24
ProtoNetShots=1-shot2024.0643.34