Lumbar Spine Segmentation on MRSpineSeg
81.72DSCATM-Net
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ATM-NetPara (M)=64.87, FLOPs (G)=623.95, Time (ms)=75.002025.04 | 81.72 | 72.25 | 9.6 | 2.15 | |
| SpineParseNetPara (M)=15.95, FLOPs (G)=392.85, Time (ms)=312.482025.04 | 78.84 | 71.65 | 17.54 | 6.1 | |
| nnUNetV2Para (M)=19.10, FLOPs (G)=412.7, Time (ms)=85.832025.04 | 76.43 | 67.5 | 16.7 | 3.91 | |
| TeViAPara (M)=114.48, FLOPs (G)=79.15, Time (ms)=44.742025.04 | 72.44 | 63.72 | 10.07 | 2.35 | |
| A-ThreadPara (M)=115.39, FLOPs (G)=634.20, Time (ms)=54.512025.04 | 70.56 | 62.9 | 9.77 | 2.52 | |
| H-SAMPara (M)=116.18, FLOPs (G)=105.93, Time (ms)=270.202025.04 | 70.51 | 62.75 | 14.19 | 3.53 | |
| U-BiSeNetPara (M)=12.59, FLOPs (G)=186.87, Time (ms)=16.112025.04 | 66.03 | 57.67 | 20.2 | 9.45 | |
| Mod-BiSeNetPara (M)=41.91, FLOPs (G)=273.95, Time (ms)=30.312025.04 | 65.49 | 57.11 | 15.36 | 5.1 | |
| Swin UNETRPara (M)=25.12, FLOPs (G)=340.7, Time (ms)=65.872025.04 | 64.58 | 56.78 | 17.32 | 7.04 | |
| Att. U-NetPara (M)=4.46, FLOPs (G)=145.25, Time (ms)=19.732025.04 | 63.73 | 55.08 | 40.84 | 20.96 | |
| SegResNetPara (M)=0.39, FLOPs (G)=17.90, Time (ms)=16.242025.04 | 63.18 | 55.25 | 14.66 | 4.68 | |
| UNETRPara (M)=87.12, FLOPs (G)=473.47, Time (ms)=42.52025.04 | 61.81 | 53.8 | 24.38 | 8.25 | |
| U-NetPara (M)=1.49, FLOPs (G)=37.09, Time (ms)=8.932025.04 | 58.59 | 47.76 | 32.65 | 8.35 |