Segmentation on UDIAT and DDTI External (val)
74.48Dice ScoreTransUNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TransUNetParams=105.32M, FLOPs=32.24G2026.06 | 74.48 | 1.1 | 0.12 | |
| UltraSeg-130KParams=0.13M, FLOPs=0.15G2026.06 | 73.5 | 51.7 | 34.8 | |
| UltraSeg-500KParams=0.50M, FLOPs=0.54G2026.06 | 72.81 | 27.8 | 16.1 | |
| LB-UNetParams=0.04M, FLOPs=0.10G2026.06 | 66.22 | 57.7 | 41.1 | |
| Att-UNetParams=34.88M, FLOPs=66.92G2026.06 | 61.42 | 0.8 | 0.06 | |
| UNetParams=31.04M, FLOPs=54.80G2026.06 | 61.25 | 1.3 | 0.27 | |
| EGE-UNetParams=0.05M, FLOPs=0.07G2026.06 | 55.77 | 84.1 | 38.3 | |
| UNet-M-DSParams=1.51M, FLOPs=3.72G2026.06 | 55.05 | 5.8 | 7.2 | |
| UNet-S-DSParams=0.39M, FLOPs=1.01G2026.06 | 54.63 | 17.6 | 20 | |
| UNet++Params=4.87M, FLOPs=6.21G2026.06 | 49.86 | 11.6 | 3.3 | |
| FastSCNNParams=0.37M, FLOPs=2.21G2026.06 | 44.32 | 38 | 13.2 | |
| UNeXtParams=1.61M, FLOPs=1.66G2026.06 | 34.79 | 28.7 | 14.2 | |
| MobileUNetParams=0.14M, FLOPs=0.17G2026.06 | 24.49 | 275.3 | 143.2 |