Classification on LSM held-out patches (test)
74Accuracy (ACC)UNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UNetPre-training Strategy=Image+text pretraining, Training Regime=Many-shot2026.05 | 74 | 69 | |
| UNetPre-training Strategy=Image-only pretraining, Training Regime=Few-shot2026.05 | 71 | 69 | |
| SwinPre-training Strategy=Image+text pretraining, Training Regime=Many-shot2026.05 | 65 | 61 | |
| UNetPre-training Strategy=Image-only pretraining, Training Regime=Many-shot2026.05 | 62 | 58 | |
| UNetPre-training Strategy=Scratch, Training Regime=Many-shot2026.05 | 61 | 57 | |
| UNetPre-training Strategy=Image+text pretraining, Training Regime=Few-shot2026.05 | 61 | 57 | |
| SwinPre-training Strategy=Image-only pretraining, Training Regime=Many-shot2026.05 | 53 | 48 | |
| SwinPre-training Strategy=Image-only pretraining, Training Regime=Few-shot2026.05 | 51 | 46 | |
| ResNetPre-training Strategy=Baselines, Training Regime=Many-shot2026.05 | 49 | 43 | |
| UNetPre-training Strategy=Scratch, Training Regime=Few-shot2026.05 | 49 | 46 | |
| PCAPre-training Strategy=Baselines, Training Regime=Many-shot2026.05 | 47 | 40 | |
| SwinPre-training Strategy=Scratch, Training Regime=Many-shot2026.05 | 47 | 44 | |
| SwinPre-training Strategy=Scratch, Training Regime=Few-shot2026.05 | 40 | 33 | |
| SwinPre-training Strategy=Image+text pretraining, Training Regime=Few-shot2026.05 | 40 | 35 | |
| ResNetPre-training Strategy=Baselines, Training Regime=Few-shot2026.05 | 36 | 27 | |
| PCAPre-training Strategy=Baselines, Training Regime=Few-shot2026.05 | 33 | 28 |