Image Classification on CUB 2011 (Accuracy, Faithfulness, SID@5, Class-Independence, Contrastiveness)
88.3AccuracyDINO-QPM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DINO-QPMLocal. Features=✓2026.04 | 88.3 | 95 | 90.1 | 93.7 | 100 | |
| DINO-QPM CompactLocal. Features=✓, Model Variant=Compact2026.04 | 88.3 | 94.4 | — | 93.8 | 100 | |
| DINOv2 f_froz_CLS Linear ProbeLocal. Features=✗, Evaluation Protocol=Linear Probe2026.04 | 87.9 | 42.6 | 50.9 | 99.2 | 59.2 | |
| DINO-QSENNLocal. Features=✓2026.04 | 85.4 | 86 | 91.5 | 93.6 | 94.4 | |
| DINO-SLDDLocal. Features=✓2026.04 | 84.6 | 78 | 88.7 | 94.4 | 93 | |
| Resnet50 BaselineLocal. Features=✓2026.04 | 83.9 | 60.7 | 51.5 | 98 | 74.6 | |
| Resnet50 QPMLocal. Features=✓2026.04 | 82.9 | 82.9 | 89.6 | 96.8 | 93.6 | |
| Dense F_frozLocal. Features=✓2026.04 | 78.1 | 32.7 | 91.8 | 98.8 | 84.5 |