Visual Explanation on ExDark (test)
39.24Ins. Class ScoreEIVE
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| EIVEDetector=DETR2026.06 | 39.24 | 60.29 | 38.15 | 65.68 | 94.37 | 90.08 | 0.7049 | 0.0472 | |
| D-RISEDetector=DETR2026.06 | 36.69 | 60.53 | 34.88 | 67.08 | 83.99 | 9.95 | 4.3755 | 21.1535 | |
| VPSDetector=DETR2026.06 | 34.26 | 61.71 | 32.86 | 65.71 | 40.01 | 17.61 | 4.2663 | 61.0919 | |
| EIVEDetector=Deformable-DETR2026.06 | 31.26 | 30.73 | 45.69 | 19.25 | 99.69 | 94.85 | 0.5034 | 0.0774 | |
| ODAMDetector=DETR2026.06 | 30.08 | 62.96 | 30.88 | 70.08 | 73.39 | 32.85 | 3.2941 | 0.1786 | |
| D-RISEDetector=Deformable-DETR2026.06 | 27.99 | 29.14 | 36.41 | 19.36 | 88.34 | 11.22 | 4.0916 | 43.3966 | |
| VPSDetector=Deformable-DETR2026.06 | 26.56 | 28.71 | 29.84 | 16.58 | 44.12 | 22.49 | 3.7928 | 105.9951 | |
| GradCAM++Detector=DETR2026.06 | 24.14 | 74.22 | 26.6 | 83.67 | 32.63 | 17.86 | 3.8839 | 0.1733 | |
| ODAMDetector=Deformable-DETR2026.06 | 22.74 | 32.19 | 33.63 | 22.54 | 82.9 | 35.37 | 2.8318 | 0.2008 | |
| GradCAM++Detector=Deformable-DETR2026.06 | 13.34 | 43.03 | 13.03 | 34.52 | 34.75 | 18.15 | 3.7896 | 0.2063 | |
| GradCAMDetector=DETR2026.06 | 11.03 | 90.31 | 14.88 | 92.76 | 20.43 | 13.17 | 4.3269 | 0.1609 | |
| GradCAMDetector=Deformable-DETR2026.06 | 5.78 | 54.63 | 5.59 | 38.02 | 22.78 | 15.31 | 3.8368 | 0.1971 |