Taxonomic Classification on DRONE dataset excluding misc class
99.1Balanced AccuracyDINOv2
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DINOv2Hierarchy=Class2025.08 | 99.1 | 99.1 | 99.1 | 99.1 | 0.995 | |
| DINOv2Hierarchy=Order2025.08 | 95.4 | 90 | 91.5 | 90.5 | 0.824 | |
| DINOv2Hierarchy=Family2025.08 | 92.2 | 82 | 84.9 | 82.5 | 0.677 | |
| DINOv2Hierarchy=Genus2025.08 | 82.6 | 57.2 | 65.9 | 58 | 0.488 | |
| DINOv2Hierarchy=Species2025.08 | 81.9 | 53.2 | 64.7 | 52.7 | 0.432 | |
| DeepLabV3Hierarchy=Class2025.08 | 73.3 | 83.9 | 73.4 | 74.4 | 0.464 | |
| DeepLabV3Hierarchy=Order2025.08 | 62.3 | 37.7 | 35.1 | 29.1 | 0.151 | |
| DeepLabV3Hierarchy=Family2025.08 | 58.6 | 29.9 | 25.4 | 21.3 | 0.114 | |
| DeepLabV3Hierarchy=Genus2025.08 | 56 | 21.3 | 17.6 | 12.8 | 0.054 | |
| DeepLabV3Hierarchy=Species2025.08 | 54.6 | 19.7 | 14.7 | 9.5 | 0.053 |