Crack Segmentation on Concrete3k Facade390 Road420 (Zero-shot)
75.47Zero-shot F1 (Concrete)LoRA
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| LoRAModel=SegFormer-MiT-B3, Effect. Params=1.79M2026.06 | 75.47 | 52.39 | 39.53 | 55.79 | 60.6 | 35.49 | 24.63 | 40.24 | |
| FisherAdapTuneModel=SegFormer-MiT-B3, Effect. Params=10.73M2026.06 | 74.19 | 61.04 | 58.26 | 64.49 | 58.97 | 43.93 | 41.11 | 48 | |
| Full FTModel=SAM2-Large, Effect. Params=224M2026.06 | 74.03 | 64.25 | 70.39 | 69.56 | 58.77 | 47.33 | 54.31 | 53.47 | |
| RandomModel=SAM2-Large, Effect. Params=71.49M2026.06 | 73.9 | 70.35 | 71.79 | 72.01 | 58.6 | 54.26 | 55.99 | 56.29 | |
| Full FTModel=SegFormer-MiT-B0, Effect. Params=3.71M2026.06 | 73.71 | 57.14 | 54 | 61.61 | 58.37 | 40 | 36.98 | 45.11 | |
| Full FTModel=SAM2-Tiny, Effect. Params=38.9M2026.06 | 73.34 | 70.39 | 64.32 | 69.35 | 57.91 | 54.31 | 47.4 | 53.21 | |
| Full FTModel=SegFormer-MiT-B3, Effect. Params=44.60M2026.06 | 73.2 | 61.31 | 56.42 | 63.64 | 57.72 | 44.2 | 39.3 | 47.07 | |
| BitFitModel=SAM2-Large, Effect. Params=0.41M2026.06 | 73.05 | 70.13 | 71.55 | 71.58 | 57.54 | 54 | 55.7 | 55.75 | |
| FisherAdapTuneModel=SAM2-Large, Effect. Params=71.49M2026.06 | 72.81 | 75.3 | 70.29 | 72.8 | 57.24 | 60.38 | 54.19 | 57.27 | |
| FisherAdapTuneModel=SAM2-Tiny, Effect. Params=6.95M2026.06 | 72.43 | 69.1 | 64.42 | 68.65 | 56.77 | 52.79 | 47.52 | 52.36 | |
| RandomModel=SegFormer-MiT-B3, Effect. Params=10.73M2026.06 | 72.16 | 58.56 | 42.96 | 57.89 | 56.45 | 41.4 | 27.36 | 41.74 | |
| LoRAModel=SegFormer-MiT-B0, Effect. Params=0.23M2026.06 | 71.85 | 55.38 | 44.31 | 57.18 | 56.06 | 38.29 | 28.46 | 40.94 | |
| Decoder-onlyModel=SAM2-Large, Effect. Params=4.2M2026.06 | 71.26 | 68.61 | 61.71 | 67.19 | 55.35 | 52.22 | 44.62 | 50.73 | |
| FisherAdapTuneModel=SegFormer-MiT-B0, Effect. Params=0.12M2026.06 | 70.97 | 58.77 | 53.63 | 61.12 | 55.01 | 41.62 | 36.64 | 44.42 | |
| BitFitModel=SAM2-Tiny, Effect. Params=0.11M2026.06 | 70.84 | 69.17 | 67.33 | 69.11 | 54.85 | 52.87 | 50.74 | 52.82 | |
| RandomModel=SAM2-Tiny, Effect. Params=6.95M2026.06 | 69.41 | 70.83 | 63.15 | 67.8 | 53.15 | 54.83 | 46.14 | 51.38 | |
| Decoder-onlyModel=SAM2-Tiny, Effect. Params=4.2M2026.06 | 69.26 | 69.36 | 64.35 | 67.66 | 52.98 | 53.09 | 47.44 | 51.17 | |
| LoRAModel=SAM2-Tiny, Effect. Params=0.28M2026.06 | 69.07 | 67.51 | 58.76 | 65.11 | 52.75 | 50.96 | 41.6 | 48.44 | |
| BitFitModel=SegFormer-MiT-B3, Effect. Params=0.14M2026.06 | 68.79 | 52.04 | 53.53 | 58.12 | 52.42 | 35.17 | 36.55 | 41.38 | |
| LayerNormModel=SegFormer-MiT-B0, Effect. Params=0.01M2026.06 | 67.07 | 44.07 | 42.41 | 51.18 | 50.46 | 28.26 | 26.91 | 35.21 | |
| RandomModel=SAM2-Tiny, Effect. Params=1.0M2026.06 | 66.41 | 69.44 | 61.88 | 65.91 | 49.71 | 53.19 | 44.8 | 49.24 | |
| Decoder-onlyModel=SegFormer-MiT-B3, Effect. Params=0.53M2026.06 | 66.28 | 56.71 | 58.72 | 60.57 | 49.57 | 39.57 | 41.57 | 43.57 | |
| LayerNormModel=SAM2-Tiny, Effect. Params=0.03M2026.06 | 64.15 | 65.38 | 61.16 | 63.56 | 47.23 | 48.56 | 44.05 | 46.61 | |
| RandomModel=SegFormer-MiT-B0, Effect. Params=0.12M2026.06 | 63.81 | 51.33 | 52.45 | 55.87 | 46.85 | 34.53 | 35.55 | 38.98 | |
| Decoder-onlyModel=SegFormer-MiT-B0, Effect. Params=0.40M2026.06 | 63.47 | 54.91 | 52.58 | 56.98 | 46.48 | 37.85 | 35.66 | 40 | |
| LayerNormModel=SegFormer-MiT-B3, Effect. Params=0.05M2026.06 | 63.24 | 50.01 | 48.79 | 54.01 | 46.24 | 33.34 | 32.27 | 37.28 | |
| BitFitModel=SegFormer-MiT-B0, Effect. Params=0.02M2026.06 | 61.86 | 45.95 | 43.23 | 50.34 | 44.79 | 29.83 | 27.57 | 34.06 | |
| LoRAModel=SAM2-Large, Effect. Params=0.221M2026.06 | 59.72 | 62.82 | 51.81 | 58.11 | 42.57 | 45.79 | 34.96 | 41.11 | |
| RandomModel=SAM2-Tiny, Effect. Params=0.3M2026.06 | 56 | 65.36 | 58.93 | 60.09 | 38.88 | 48.54 | 41.77 | 43.07 | |
| LayerNormModel=SAM2-Large, Effect. Params=0.12M2026.06 | 50.29 | 62.75 | 61.99 | 58.34 | 33.59 | 45.72 | 44.92 | 41.41 | |
| FreezeModel=SAM2-Tiny, Effect. Params=0.0M2026.06 | 8.21 | 4.13 | 4.47 | 5.6 | 4.28 | 2.11 | 2.28 | 2.89 | |
| FreezeModel=SAM2-Large, Effect. Params=0.0M2026.06 | 6.29 | 2.41 | 3.93 | 4.21 | 3.25 | 1.22 | 2 | 2.16 |