Image Classification on VLCS Caltech101 LabelMe SUN09 VOC2007 OOD Cross-domain
38.15Accuracy (Train: Caltech101, Test: LabelMe)EGAT
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EGATProtocol=OOD Evaluation2026.03 | 38.15 | 39.04 | 46.59 | 94.34 | 57.33 | 69.77 | 74.2 | 67.68 | 66.22 | 97.87 | 64.62 | 74.66 | 2.17 | 0.81 | |
| SGDropProtocol=OOD Evaluation2026.03 | 34.19 | 40.85 | 42.96 | 92.47 | 64.63 | 67.22 | 40.85 | 64.63 | 75.76 | 98.67 | 67.22 | 61.85 | 2.83 | 2.81 | |
| IGRProtocol=OOD Evaluation2026.03 | 33.01 | 43.04 | 52.96 | 86.28 | 54.28 | 64.44 | 69.91 | 60.37 | 58.14 | 97.87 | 62.5 | 79.8 | 3.75 | 4.19 | |
| DREProtocol=OOD Evaluation2026.03 | 30.94 | 34.75 | 45.22 | 93.36 | 62.34 | 67.4 | 34.75 | 62.34 | 70.48 | 97.58 | 67.4 | 61.45 | 3.5 | 2.25 | |
| ERMProtocol=OOD Evaluation2026.03 | 28.11 | 34.66 | 48.01 | 91.59 | 56.4 | 66.55 | 73.45 | 57.54 | 63.14 | 94.34 | 52.64 | 71.49 | 4.5 | 1.75 | |
| IGNProtocol=OOD Evaluation2026.03 | 26.65 | 33.52 | 43.7 | 88.49 | 55.61 | 70.18 | 67.25 | 64.38 | 63.51 | 97.34 | 64.15 | 76.57 | 4.17 | 2.14 |