Hard-negative classification on VL-CheckList Object
71.2Score (Center)PHyCLIP
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PHyCLIPw/ boxes=true2025.10 | 71.2 | 70.3 | 70.37 | 73.73 | 68.1 | 67.83 | |
| HyCoCLIPw/ boxes=true2025.10 | 70.43 | 69.5 | 67.8 | 72.57 | 66.13 | 67.2 | |
| CLIPw/ boxes=true2025.10 | 61.93 | 59.33 | 60.83 | 63.7 | 60.8 | 58.07 | |
| CLIPw/ boxes=false2025.10 | 61.9 | 60.3 | 60.4 | 63.87 | 60.17 | 58.23 | |
| MERUw/ boxes=false2025.10 | 61.27 | 59.03 | 58.97 | 63.97 | 57.7 | 56.07 | |
| MERUw/ boxes=true2025.10 | 61.03 | 58.47 | 58.73 | 62.63 | 58.7 | 56.47 |