Crack Segmentation on OmniCrack (test)
0.6786F1 ScoreFull FT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Full FTModel=SAM2-Large, Effect. Params=224M2026.06 | 0.6786 | 0.5135 | |
| FisherAdapTuneModel=SAM2-Large, Effect. Params=71.49M2026.06 | 0.6578 | 0.4901 | |
| Full FTModel=SegFormer-MiT-B3, Effect. Params=44.60M2026.06 | 0.6499 | 0.4814 | |
| Full FTModel=SAM2-Tiny, Effect. Params=38.9M2026.06 | 0.6467 | 0.4779 | |
| FisherAdapTuneModel=SegFormer-MiT-B3, Effect. Params=10.73M2026.06 | 0.6457 | 0.4768 | |
| RandomModel=SAM2-Large, Effect. Params=71.49M2026.06 | 0.6336 | 0.4637 | |
| Full FTModel=SegFormer-MiT-B0, Effect. Params=3.71M2026.06 | 0.6335 | 0.4636 | |
| FisherAdapTuneModel=SAM2-Tiny, Effect. Params=6.95M2026.06 | 0.6312 | 0.4611 | |
| RandomModel=SegFormer-MiT-B3, Effect. Params=10.73M2026.06 | 0.6215 | 0.4509 | |
| FisherAdapTuneModel=SegFormer-MiT-B0, Effect. Params=0.12M2026.06 | 0.6085 | 0.4373 | |
| LoRAModel=SegFormer-MiT-B0, Effect. Params=0.23M2026.06 | 0.5883 | 0.4168 | |
| Decoder-onlyModel=SAM2-Tiny, Effect. Params=4.2M2026.06 | 0.5853 | 0.4148 | |
| BitFitModel=SAM2-Tiny, Effect. Params=0.11M2026.06 | 0.5785 | 0.4069 | |
| Decoder-onlyModel=SegFormer-MiT-B3, Effect. Params=0.53M2026.06 | 0.5783 | 0.4067 | |
| RandomModel=SAM2-Tiny, Effect. Params=6.95M2026.06 | 0.5757 | 0.4042 | |
| BitFitModel=SAM2-Large, Effect. Params=0.41M2026.06 | 0.5735 | 0.402 | |
| LoRAModel=SAM2-Tiny, Effect. Params=0.28M2026.06 | 0.5679 | 0.3965 | |
| Decoder-onlyModel=SAM2-Large, Effect. Params=4.2M2026.06 | 0.5628 | 0.3916 | |
| RandomModel=SAM2-Tiny, Effect. Params=1.0M2026.06 | 0.5514 | 0.3807 | |
| Decoder-onlyModel=SegFormer-MiT-B0, Effect. Params=0.40M2026.06 | 0.5511 | 0.3804 | |
| LoRAModel=SegFormer-MiT-B3, Effect. Params=1.79M2026.06 | 0.5488 | 0.3782 | |
| LoRAModel=SAM2-Large, Effect. Params=0.221M2026.06 | 0.5454 | 0.3749 | |
| RandomModel=SegFormer-MiT-B0, Effect. Params=0.12M2026.06 | 0.5208 | 0.3521 | |
| BitFitModel=SegFormer-MiT-B3, Effect. Params=0.14M2026.06 | 0.5173 | 0.3489 | |
| LayerNormModel=SegFormer-MiT-B3, Effect. Params=0.05M2026.06 | 0.5033 | 0.3363 | |
| LayerNormModel=SAM2-Tiny, Effect. Params=0.03M2026.06 | 0.5006 | 0.3339 | |
| RandomModel=SAM2-Tiny, Effect. Params=0.3M2026.06 | 0.483 | 0.3184 | |
| LayerNormModel=SegFormer-MiT-B0, Effect. Params=0.01M2026.06 | 0.4556 | 0.295 | |
| BitFitModel=SegFormer-MiT-B0, Effect. Params=0.02M2026.06 | 0.4499 | 0.2902 | |
| LayerNormModel=SAM2-Large, Effect. Params=0.12M2026.06 | 0.4333 | 0.2766 | |
| FreezeModel=SAM2-Tiny, Effect. Params=0.0M2026.06 | 0.0437 | 0.0224 | |
| FreezeModel=SAM2-Large, Effect. Params=0.0M2026.06 | 0.0354 | 0.018 |