Segmentation on OCTA-500 6 mm
81.6DiceU-Mamba + WPRF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| U-Mamba + WPRFBackbone=C64, Params (M)=5.5, FLOPs (G)=136.92026.07 | 81.6 | 63.5 | |
| nnUNetBackbone=C64, Params (M)=15.9, FLOPs (G)=375.02026.07 | 80.5 | 63.7 | |
| nnUNet + WPRFBackbone=C64, Params (M)=15.9, FLOPs (G)=375.82026.07 | 80.2 | 63.8 | |
| U-MambaBackbone=C64, Params (M)=5.5, FLOPs (G)=136.02026.07 | 80.2 | 63.3 | |
| Swin-UNetBackbone=Swin-T, Params (M)=28.0, FLOPs (G)=61.32026.07 | 80.1 | 67 | |
| CS-Net + WPRFBackbone=C64, Params (M)=7.8, FLOPs (G)=186.52026.07 | 80 | 63.2 | |
| UNetBackbone=resnet18, Params (M)=14.3, FLOPs (G)=28.52026.07 | 79.4 | 63.8 | |
| UNet + WPRFBackbone=resnet18, Params (M)=14.3, FLOPs (G)=28.72026.07 | 78.9 | 64.1 | |
| CS-NetBackbone=C64, Params (M)=7.7, FLOPs (G)=185.72026.07 | 78.7 | 62.8 | |
| Swin-UNet + WPRFBackbone=Swin-T, Params (M)=28.0, FLOPs (G)=62.12026.07 | 77.5 | 67.1 | |
| TransUNetBackbone=resnet18, Params (M)=14.9, FLOPs (G)=42.22026.07 | 67.1 | 62.2 | |
| TransUNet + WPRFBackbone=resnet18, Params (M)=14.9, FLOPs (G)=43.02026.07 | 67 | 62.7 | |
| Mask2Former + WPRFBackbone=Swin-T, Params (M)=29.9, FLOPs (G)=49.52026.07 | 60 | 62.1 | |
| SegFormer + WPRFBackbone=MiT-B1, Params (M)=13.7, FLOPs (G)=22.52026.07 | 59 | 60.5 | |
| Mask2FormerBackbone=Swin-T, Params (M)=29.8, FLOPs (G)=47.92026.07 | 56.8 | 58 | |
| DeepLabv3+ + WPRFBackbone=resnet18, Params (M)=12.3, FLOPs (G)=16.12026.07 | 55.4 | 57.1 | |
| DeepLabv3+Backbone=resnet18, Params (M)=12.3, FLOPs (G)=15.32026.07 | 55.3 | 56.4 | |
| SegFormerBackbone=MiT-B1, Params (M)=13.7, FLOPs (G)=19.32026.07 | 53.6 | 53.3 |