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ResearchFormerly WizWand

Human-Object Interaction Detection on HICO-DET Non-rare First Unseen Composition (NF-UC)

36.33AP (Unseen)EZ-HOI
15.415620.845326.27531.7047Nov 7, 2023Mar 14, 2024Jul 21, 2024Nov 27, 2024Apr 5, 2025Aug 12, 2025Dec 19, 2025
Updated 8mo ago

Evaluation results

MethodLinks
EZ-HOIBackbone=Resnet50+ViT-L, Setting=NF2024.1036.3334.4734.84
EZ-HOIBackbone=Resnet50+ViT-L, Setting=NF2024.1036.3334.4734.84
GRASP-HOISetting=Zero-shot, Protocol=Open-vocabulary2025.1235.6138.9538.24
SICHOISetting=Zero-shot, Protocol=Open-vocabulary2025.1234.5236.0635.75
HOIGenSetting=NF-UC2024.0833.9832.8633.08
HOIGenSetting=NF-UC2024.0833.9832.8633.08
HOIGenSetting=Zero-shot, Protocol=Open-vocabulary2025.1233.9832.8633.08
EZ-HOIBackbone=Resnet50+ViT-B, Setting=NF2024.1033.6630.5531.17
EZ-HOIBackbone=Resnet50+ViT-B, Setting=NF2024.1033.6630.5531.17
CMMPSetting=Zero-shot, Protocol=Open-vocabulary2025.1233.5235.5335.13
BCOMSetting=Zero-shot, Protocol=Open-vocabulary2025.1233.1231.7632.03
BC-HOISetting=Zero-shot, Protocol=Open-vocabulary2025.1233.0137.2436.4
ADA-CMSetting=NF-UC2024.0832.4131.1331.39
ADA-CMSetting=NF-UC2024.0832.4131.1331.39
ADA-CMBackbone=Resnet50+ViT-B, Setting=NF2024.1032.4131.1331.39
ADA-CMBackbone=Resnet50+ViT-B, Setting=NF2024.1032.4131.1331.39
CLIP4HOISetting=NF-UC2024.0831.4428.2628.9
CLIP4HOISetting=NF-UC2024.0831.4428.2628.9
CLIP4HOIBackbone=Resnet50+ViT-B, Setting=NF2024.1031.4428.2628.9
CLIP4HOIBackbone=Resnet50+ViT-B, Setting=NF2024.1031.4428.2628.9
DP-HOISetting=Zero-shot, Protocol=Open-vocabulary2025.1228.8729.9829.76
UniHOI-s (w/ BLIP2)Type=NF-UC, Zero-shot=true2023.1128.4532.6331.79
UniHOIBackbone=Resnet50+ViT-L, Setting=NF2024.1028.4532.6331.79
UniHOIBackbone=Resnet50+ViT-L, Setting=NF2024.1028.4532.6331.79
UniHOI (BLIP2)Setting=Zero-shot, Protocol=Open-vocabulary2025.1228.4532.6331.79
LOGICHOISetting=NF-UC2024.0826.8427.8627.95
LOGICHOISetting=NF-UC2024.0826.8427.8627.95
EoIDBackbone=Resnet50, Setting=NF2024.1026.7726.6626.69
EoIDBackbone=Resnet50, Setting=NF2024.1026.7726.6626.69
FleVRSevaluation_mode=zero-shot2024.0826.6231.1730.17
HOICLIPSetting=NF-UC2024.0826.3928.127.75
HOICLIPSetting=NF-UC2024.0826.3928.127.75
HOICLIPBackbone=Resnet50+ViT-B, Setting=NF2024.1026.3928.127.75
HOICLIPBackbone=Resnet50+ViT-B, Setting=NF2024.1026.3928.127.75
HOICLIPSetting=Zero-shot, Protocol=Open-vocabulary2025.1226.3928.127.75
GEN-VLKTType=NF-UC, Zero-shot=true2023.1125.0523.3823.71
GEN-VLKTSetting=NF-UC2024.0825.0523.3823.71
GEN-VLKTSetting=NF-UC2024.0825.0523.3823.71
GEN-VLKTevaluation_mode=zero-shot2024.0825.0523.3823.71
GEN-VLKTBackbone=Resnet50+ViT-B, Setting=NF2024.1025.0523.3823.71
GEN-VLKTBackbone=Resnet50+ViT-B, Setting=NF2024.1025.0523.3823.71
GEN-VLKTSetting=Zero-shot, Protocol=Open-vocabulary2025.1225.0523.3823.71
RLIPv2-ParSeDASetting=Zero-shot, Protocol=Open-vocabulary2025.1222.8129.5228.18
FCLType=NF-UC, Zero-shot=true2023.1118.6619.5519.37
FCLevaluation_mode=zero-shot2024.0818.6619.5519.37
ATLType=NF-UC, Zero-shot=true2023.1118.2518.7818.67
ATLevaluation_mode=zero-shot2024.0818.2518.7818.67
VCLType=NF-UC, Zero-shot=true2023.1116.2218.5218.06
VCLevaluation_mode=zero-shot2024.0816.2218.5218.06