Out-of-Distribution Detection on EuroSAT OOD (test)
18.71FPR95 (SUN)DynProto
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| DynProtoBackbone=CLIP-B/162026.04 | 18.71 | 95.74 | 6.7 | 98.75 | 30.98 | 90.95 | 16.72 | 95.88 | 18.28 | 95.33 | |
| FABackbone=CLIP-B/162026.04 | 36.24 | 92.13 | 10.36 | 97.71 | 85.24 | 78.62 | 28.17 | 94.05 | 39.99 | 90.63 | |
| CSPBackbone=CLIP-B/162026.04 | 83.09 | 52.91 | 13.08 | 96.19 | 36.58 | 91.25 | 79.87 | 60.5 | 53.16 | 75.21 | |
| LoCoOpBackbone=CLIP-B/162026.04 | 87.81 | 68.58 | 54.89 | 87 | 86.13 | 72.68 | 85.93 | 69.9 | 78.69 | 74.54 | |
| CoOpBackbone=CLIP-B/162026.04 | 90.97 | 61.89 | 62.37 | 83.58 | 92.45 | 57.59 | 88.69 | 64 | 83.62 | 66.77 | |
| NegLabelBackbone=CLIP-B/162026.04 | 91.51 | 52.15 | 26.52 | 94.67 | 54.96 | 89 | 86.59 | 62.03 | 64.9 | 74.46 | |
| MCMBackbone=CLIP-B/162026.04 | 98.8 | 27.9 | 96.91 | 46.22 | 100 | 5.48 | 98.58 | 32.21 | 98.57 | 27.95 | |
| AdaNDBackbone=CLIP-B/162026.04 | 100 | 6.77 | 99.96 | 51.26 | 100 | 0.53 | 100 | 7.15 | 99.99 | 16.43 |