3-class patch classification on Side-scan sonar benchmark (test)
82Macro F1Mine-JEPA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Mine-JEPAInit=IN1K, SSL Data=Real+Syn, Best Probe=finetune2026.04 | 82 | 73.4 | 83.8 | |
| DINOv3Init=DINOv3, Best Probe=ft mlp2026.04 | 81 | 70 | 83.4 | |
| SimCLRInit=IN1K, SSL Data=Real+Syn, Best Probe=finetune2026.04 | 80.1 | 69.3 | 82.6 | |
| VICRegInit=IN1K, SSL Data=Real+Syn, Best Probe=finetune2026.04 | 80 | 67.6 | 82.8 | |
| IN1K OnlyInit=IN1K, Best Probe=ft mlp2026.04 | 73.9 | 64.7 | 76.3 | |
| BYOLInit=IN1K, SSL Data=Real+Syn, Best Probe=finetune2026.04 | 69.3 | 53.9 | 72.8 | |
| Random InitInit=Random, Best Probe=ft mlp2026.04 | 55.7 | 43.9 | 58.3 |