Human-Object Interaction Detection on HICO-DET (UV)
44.43mAP (Full)DA-HOI
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DA-HOIDetector=Grounding-DINO2026.02 | 44.43 | 36.88 | 45.66 | |
| DA-HOIDetector=Yolo-World2026.02 | 43.88 | 36.25 | 45.13 | |
| DA-HOIDetector=ResNet50 DETR2026.02 | 42.88 | 36.89 | 43.84 | |
| GRASP-HOISetting=Zero-shot, Protocol=Open-vocabulary2025.12 | 40.14 | 32.45 | 42.57 | |
| BC-HOISetting=Zero-shot, Protocol=Open-vocabulary2025.12 | 39.89 | 31.18 | 41.31 | |
| BC-HOIFeatures=BLIP22026.02 | 39.89 | 31.18 | 41.31 | |
| LAINBackbone=ViT-L2025.05 | 37.2 | 32.05 | 38.04 | |
| EZ-HOISetting=Zero-shot, Protocol=Open-vocabulary2025.12 | 36.84 | 28.82 | 38.15 | |
| EZ-HOI2026.02 | 36.84 | 28.82 | 38.15 | |
| CMMPSetting=Zero-shot, Protocol=Open-vocabulary2025.12 | 36.38 | 30.84 | 37.28 | |
| UniHOI (BLIP2)Setting=Zero-shot, Protocol=Open-vocabulary2025.12 | 34.68 | 26.05 | 36.78 | |
| UniHOIFeatures=BLIP22026.02 | 34.68 | 26.05 | 36.78 | |
| DP-HOISetting=Zero-shot, Protocol=Open-vocabulary2025.12 | 33.34 | 26.3 | 34.49 | |
| LAINBackbone=ViT-B2025.05 | 33.12 | 28.96 | 33.8 | |
| LAIN2026.02 | 33.12 | 28.96 | 33.8 | |
| HOIGenSetting=Zero-shot, Protocol=Open-vocabulary2025.12 | 32.34 | 20.27 | 34.31 | |
| CMMPBackbone=ViT-B2025.05 | 31.84 | 26.23 | 32.75 | |
| CMMP2026.02 | 31.84 | 26.23 | 32.75 | |
| DA-HOITraining-free=true2026.02 | 31.5 | — | — | |
| HOICLIPBackbone=ViT-B2025.05 | 31.09 | 24.3 | 32.19 | |
| HOICLIPSetting=Zero-shot, Protocol=Open-vocabulary2025.12 | 31.09 | 24.3 | 32.19 | |
| HOICLIP2026.02 | 31.09 | 24.3 | 32.19 | |
| CLIP4HOIBackbone=ViT-B2025.05 | 30.42 | 26.02 | 31.14 | |
| CLIP4HOI2026.02 | 30.42 | 26.02 | 31.14 | |
| EoIDBackbone=ViT-B2025.05 | 29.61 | 22.71 | 30.73 | |
| GEN-VLKTBackbone=ViT-B2025.05 | 28.74 | 20.96 | 30.23 | |
| GEN-VLKTSetting=Zero-shot, Protocol=Open-vocabulary2025.12 | 28.74 | 20.96 | 30.23 | |
| GEN-VLKT2026.02 | 28.74 | 20.96 | 30.23 | |
| ADA-CMTraining-free=true2026.02 | 25.19 | — | — | |
| CLIPBackbone=ViT-B2025.05 | 23.36 | 26.16 | 22.9 |