Fine-grained concept removal on CompCars-S (test)
99.66Df CoarseME+GD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ME+GD2025.06 | 99.66 | 28.18 | 77.83 | 37.96 | 69.4 | 84.47 | 76.2 | |
| Origin CLIP2025.06 | 92.78 | 92.1 | 73.29 | 71.04 | — | — | — | |
| NPO+KL2025.06 | 89.69 | 16.15 | 70.13 | 39.82 | 82.46 | 82.8 | 82.63 | |
| GDiff2025.06 | 88.66 | 2.75 | 69.75 | 18.62 | 97.02 | 72.31 | 82.86 | |
| HGA+KL2025.06 | 87.97 | 2.41 | 68.68 | 59.04 | 97.39 | 90.54 | 93.84 | |
| Task vector2025.06 | 82.82 | 28.52 | 68.48 | 60.91 | 69.03 | 89.48 | 77.94 | |
| SalUn2025.06 | 64.26 | 23.71 | 57.69 | 43.37 | 74.25 | 69.67 | 71.89 | |
| Relabeling2025.06 | 59.11 | 25.43 | 58.7 | 43.22 | 72.39 | 68.21 | 70.24 | |
| GA+KL2025.06 | 45.02 | 1.38 | 41.93 | 8.21 | 98.51 | 39.1 | 55.98 | |
| GA2025.06 | 0 | 0 | 3.27 | 1.28 | 100 | 2.09 | 4.09 |