Crack Segmentation on DeepCrack (test)
91.51mIoUMixerCSeg
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MixerCSeg2026.03 | 91.51 | 90.94 | 91.97 | 92.05 | |
| SCSegamba2026.03 | 90.22 | 89.38 | 89.9 | 91.1 | |
| RestorMixer2026.03 | 90.08 | 88.89 | 89.57 | 90.51 | |
| MambaVision2026.03 | 89.91 | 88.51 | 90.47 | 87.99 | |
| U-Net2026.03 | 89.87 | 88.68 | 89.4 | 89.99 | |
| CarNet2026.03 | 88.75 | 86.88 | 87.02 | 89.39 | |
| DTrCNet2026.03 | 86.61 | 84.73 | 85.12 | 85.66 | |
| RINDNet2026.03 | 83.91 | 80.87 | 82.67 | 83.77 | |
| RIFT-TInput size=512x512, Seeds=3 (mean)2026.05 | 0.92 | 0.915 | 0.922 | 0.924 | |
| RIFT-BInput size=512x512, Seeds=3 (mean)2026.05 | 0.92 | 0.915 | 0.92 | 0.927 | |
| MixerCSegFLOPs (G)=2.05, Params (M)=2.54, Memory (MiB)=11902026.03 | 0.9151 | 0.9094 | 0.9197 | 0.9205 | |
| MixerCSegEvaluation Setting=MixerCSeg2026.05 | 0.915 | 0.909 | 0.92 | 0.921 | |
| SCSegambaFLOPs (G)=18.16, Params (M)=2.80, Memory (MiB)=22062026.03 | 0.9022 | 0.8938 | 0.899 | 0.911 | |
| SCSegambaEvaluation Setting=MixerCSeg2026.05 | 0.902 | 0.894 | 0.899 | 0.911 | |
| RestorMixerEvaluation Setting=MixerCSeg2026.05 | 0.901 | 0.889 | 0.896 | 0.905 | |
| RestorMixerFLOPs (G)=98.71, Params (M)=3.19, Memory (MiB)=103842026.03 | 0.9008 | 0.8889 | 0.8957 | 0.9051 | |
| MambaVisionFLOPs (G)=642.86, Params (M)=13.57, Memory (MiB)=52222026.03 | 0.8991 | 0.8851 | 0.9047 | 0.8799 | |
| U-NetFLOPs (G)=204.38, Params (M)=28.99, Memory (MiB)=43942026.03 | 0.8987 | 0.8868 | 0.894 | 0.8999 | |
| CarNetEvaluation Setting=MixerCSeg2026.05 | 0.888 | 0.869 | 0.87 | 0.894 | |
| CarNetFLOPs (G)=19.00, Params (M)=4.89, Memory (MiB)=18242026.03 | 0.8875 | 0.8688 | 0.8702 | 0.8939 | |
| DTrCNetFLOPs (G)=122.55, Params (M)=63.83, Memory (MiB)=49522026.03 | 0.8661 | 0.8473 | 0.8512 | 0.8566 | |
| DTrCNetEvaluation Setting=MixerCSeg2026.05 | 0.866 | 0.847 | 0.851 | 0.857 | |
| RINDNetFLOPs (G)=695.77, Params (M)=59.39, Memory (MiB)=53922026.03 | 0.8391 | 0.8087 | 0.8267 | 0.8377 | |
| RINDNetEvaluation Setting=MixerCSeg2026.05 | 0.839 | 0.809 | 0.827 | 0.838 | |
| MTSCrackSource=Adopted from (Zhang, Mei, and Liu 2026)2026.05 | 0.836 | — | — | 0.817 |