Crack Segmentation on CRACK500 (test)
79.4mIoURIFT-B
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RIFT-BInput size=512x512, Seeds=3 (mean)2026.05 | 79.4 | 78.7 | 74.7 | 76.2 | |
| RIFT-TInput size=512x512, Seeds=3 (mean)2026.05 | 79.2 | 78.4 | 74.3 | 75.5 | |
| MixerCSeg2026.03 | 78.24 | 77.55 | 72.81 | 74.83 | |
| MixerCSegFLOPs (G)=2.05, Params (M)=2.54, Memory (MiB)=11902026.03 | 78.24 | 77.55 | 72.81 | 74.83 | |
| MixerCSegEvaluation Setting=MixerCSeg2026.05 | 78.2 | 77.6 | 72.8 | 74.8 | |
| SCSegamba2026.03 | 77.78 | 75.53 | 72.44 | 73.7 | |
| SCSegambaFLOPs (G)=18.16, Params (M)=2.80, Memory (MiB)=22062026.03 | 77.78 | 75.53 | 72.44 | 73.7 | |
| SCSegambaEvaluation Setting=MixerCSeg2026.05 | 77.7 | 75.5 | 72.4 | 73.7 | |
| DTrCNet2026.03 | 76.27 | 73.57 | 70.12 | 72.41 | |
| DTrCNetFLOPs (G)=122.55, Params (M)=63.83, Memory (MiB)=49522026.03 | 76.27 | 73.57 | 70.12 | 72.41 | |
| DTrCNetEvaluation Setting=MixerCSeg2026.05 | 76.2 | 73.6 | 70.1 | 72.4 | |
| MTSCrackSource=Adopted from (Zhang, Mei, and Liu 2026)2026.05 | 75.8 | 73.4 | — | — | |
| RestorMixer2026.03 | 74.25 | 69.62 | 66.37 | 68.21 | |
| RestorMixerFLOPs (G)=98.71, Params (M)=3.19, Memory (MiB)=103842026.03 | 74.25 | 69.62 | 66.37 | 68.21 | |
| RestorMixerEvaluation Setting=MixerCSeg2026.05 | 74.2 | 69.6 | 66.4 | 68.2 | |
| RINDNet2026.03 | 73.81 | 71.19 | 64.69 | 64.83 | |
| RINDNetFLOPs (G)=695.77, Params (M)=59.39, Memory (MiB)=53922026.03 | 73.81 | 71.19 | 64.69 | 64.83 | |
| RINDNetEvaluation Setting=MixerCSeg2026.05 | 73.8 | 71.2 | 64.7 | 64.8 | |
| U-Net2026.03 | 71.05 | 54.1 | 62.38 | 66.1 | |
| U-NetFLOPs (G)=204.38, Params (M)=28.99, Memory (MiB)=43942026.03 | 71.05 | 54.1 | 62.38 | 66.1 | |
| MambaVision2026.03 | 70.15 | 46.03 | 63.04 | 64.8 | |
| MambaVisionFLOPs (G)=642.86, Params (M)=13.57, Memory (MiB)=52222026.03 | 70.15 | 46.03 | 63.04 | 64.8 | |
| CarNetEvaluation Setting=MixerCSeg2026.05 | 64.3 | 36.4 | 54.9 | 59.2 | |
| CarNet2026.03 | 64.28 | 36.36 | 54.87 | 59.21 | |
| CarNetFLOPs (G)=19.00, Params (M)=4.89, Memory (MiB)=18242026.03 | 64.28 | 36.36 | 54.87 | 59.21 | |
| CrackSegFlowsource_dataset=CFD, training_mode=syn-only2026.01 | 56.4 | 71.5 | — | — | |
| CrackSegFlowsource_dataset=CrackTree260, training_mode=syn-only2026.01 | 55.5 | 70.5 | — | — | |
| CrackSegFlowsource_dataset=CrackLS315, training_mode=syn-only2026.01 | 51.9 | 67.4 | — | — | |
| CrackSegFlowsource_dataset=S2DS, training_mode=syn-only2026.01 | 47 | 62.8 | — | — |