Semantic Segmentation on StomataSeg 1.0 (test)
70.35Overall mIoUSegFormer
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SegFormerBackbone=MIT-B1, Preprocessing=Patches2026.01 | 70.35 | 81.97 | 60.26 | 76.92 | 68.03 | 83.58 | 55.47 | 68.51 | |
| OCRNetBackbone=ResNet-50, Preprocessing=Patches2026.01 | 67.33 | 79.68 | 51.39 | 66.27 | 66 | 84.76 | 54.38 | 69.1 | |
| FCNBackbone=ResNet-50, Preprocessing=Patches2026.01 | 67.32 | 80.27 | 52.47 | 72.24 | 65.72 | 82.43 | 53.62 | 67.71 | |
| BiSeNetV2Backbone=BiSeNetV2, Preprocessing=Patches2026.01 | 67.2 | 79.63 | 55.09 | 73.41 | 64.38 | 79.81 | 51.97 | 66.61 | |
| SegFormerBackbone=MIT-B1, Preprocessing=Original images2026.01 | 65.93 | 77.39 | 48.99 | 61.97 | 64.93 | 81.51 | 51.91 | 67.2 | |
| SegFormerBackbone=MIT-B0, Preprocessing=Original images2026.01 | 65.09 | 75.21 | 48.33 | 57.38 | 63.78 | 78.24 | 50.45 | 66.3 | |
| SegNeXtBackbone=MSCAN-S, Preprocessing=Patches2026.01 | 63.43 | 75.9 | 50.75 | 62.69 | 60.02 | 79.33 | 45.98 | 63.32 | |
| UPerNetBackbone=Twins-SVT-S, Preprocessing=Patches2026.01 | 62.81 | 73.87 | 50.49 | 60.38 | 58.31 | 76.73 | 45.41 | 59.8 | |
| SegNeXtBackbone=MSCAN-S, Preprocessing=Original images2026.01 | 62.04 | 72.1 | 32.09 | 38.36 | 65.28 | 82.04 | 52.81 | 69.11 | |
| UPerNetBackbone=Twins-SVT-S, Preprocessing=Original images2026.01 | 61.57 | 72.4 | 36.09 | 44 | 62.99 | 79.01 | 49.51 | 67.91 | |
| SegNeXtBackbone=MSCAN-T, Preprocessing=Original images2026.01 | 61.49 | 71.43 | 32.12 | 38.1 | 64.36 | 80.92 | 51.56 | 67.81 | |
| FCNBackbone=ResNet-50, Preprocessing=Original images2026.01 | 52.48 | 61.35 | 6 | 6.16 | 58.87 | 77.75 | 47.27 | 62.62 | |
| FCNBackbone=ResNet-18, Preprocessing=Original images2026.01 | 52.14 | 60.59 | 5.95 | 6.16 | 57.87 | 75.93 | 46.96 | 61.33 | |
| BiSeNetV2Backbone=BiSeNetV2, Preprocessing=Original images2026.01 | 49.73 | 57.52 | 2.18 | 2.22 | 54.33 | 69.3 | 44.88 | 59.58 | |
| OCRNetBackbone=ResNet-50, Preprocessing=Original images2026.01 | 49.21 | 58.86 | 13.83 | 16.01 | 48.82 | 69 | 36.89 | 51.77 |