Semantic Segmentation on BAWSeg 1.0 (within plot protocol on E2 and E8 from 2020 to 2023)
75.6mIoUVISA
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| VISAYear / Venue=2026, Input=MSI, Params (M)=22.82026.03 | 75.6 | 84.7 | 63.5 | 79.4 | 84.7 | 94.6 | 0.794 | |
| SegFormer B1 MSIYear / Venue=2023 NeurIPS, Input=MSI, Params (M)=27.82026.03 | 74.4 | 84.7 | 61.6 | 76.9 | 79.3 | 94.3 | 0.786 | |
| HRNetV2 W18 MSIYear / Venue=2022 TPAMI, Input=MSI, Params (M)=65.82026.03 | 74 | 84.6 | 61.1 | 76.3 | 79.2 | 93.4 | 0.756 | |
| DeepLabv3+ R50 MSIYear / Venue=2024 ECCV, Input=MSI, Params (M)=43.32026.03 | 73.8 | 84.5 | 60.9 | 76.1 | 78.8 | 93.3 | 0.753 | |
| SegFormer B1 RGBYear / Venue=2021 NeurIPS, Input=RGB, Params (M)=27.62026.03 | 73.6 | 84.6 | 60.2 | 76 | 78.7 | 93.3 | 0.752 | |
| UNet++ MSIYear / Venue=2024 DLMIA, Input=MSI, Params (M)=34.22026.03 | 73.5 | 84.4 | 60.3 | 75.9 | 78.7 | 93.2 | 0.751 | |
| SegFormer B0 RGBYear / Venue=2021 NeurIPS, Input=RGB, Params (M)=13.72026.03 | 73.2 | 84.3 | 59.8 | 75.5 | 78.4 | 93.1 | 0.749 | |
| U-Net MSIYear / Venue=2022 MICCAI, Input=MSI, Params (M)=31.12026.03 | 73.1 | 84.2 | 59.4 | 75.8 | 78.3 | 93 | 0.748 | |
| DeepLabv3 R50 RGBYear / Venue=2020 arXiv, Input=RGB, Params (M)=41.12026.03 | 72.4 | 83.8 | 58.5 | 74.8 | 77.5 | 92.8 | 0.743 | |
| PSPNet R50 RGBYear / Venue=2023 CVPR, Input=RGB, Params (M)=46.32026.03 | 72 | 83.5 | 58.2 | 74.3 | 77.2 | 92.7 | 0.739 | |
| U-Net RGBYear / Venue=2023 MICCAI, Input=RGB, Params (M)=31.02026.03 | 71.2 | 83.6 | 57.9 | 72 | 76.8 | 92.2 | 0.732 | |
| BiSeNetV2 RGBYear / Venue=2021 IJCV, Input=RGB, Params (M)=13.42026.03 | 70.7 | 82.9 | 56.6 | 72.6 | 76.4 | 92.1 | 0.729 | |
| SegNet MSIYear / Venue=2024 TPAMI, Input=MSI, Params (M)=29.52026.03 | 70.2 | 83.1 | 56.7 | 70.8 | 75.9 | 91.8 | 0.724 | |
| SegNet RGBYear / Venue=2019 TPAMI, Input=RGB, Params (M)=29.42026.03 | 69.4 | 82.5 | 55.8 | 69.9 | 75.2 | 91.5 | 0.718 | |
| RF + IndicesYear / Venue=2021 ML, Input=Indices, Params (M)=0.22026.03 | 67.4 | 81.2 | 53.2 | 67.9 | 73.4 | 90.7 | 0.703 |