Medical Image Segmentation on ISIC 8
89.7F1 ScoreUNeXt
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UNeXtParams (in M)=1.47, Inference Speed (in ms)=25, GFLOPS=0.57, Resolution=256x256, Hardware=Intel Xeon Gold 6140 CPU @ 2.30 GHz2022.03 | 89.7 | 81.7 | |
| TransUNetParams (in M)=105.32, Inference Speed (in ms)=246, GFLOPS=38.52, Resolution=256x256, Hardware=Intel Xeon Gold 6140 CPU @ 2.30 GHz2022.03 | 88.91 | 80.51 | |
| MedTParams (in M)=1.60, Inference Speed (in ms)=751, GFLOPS=21.24, Resolution=256x256, Hardware=Intel Xeon Gold 6140 CPU @ 2.30 GHz2022.03 | 87.35 | 79.54 | |
| ResUNetParams (in M)=62.74, Inference Speed (in ms)=333, GFLOPS=94.56, Resolution=256x256, Hardware=Intel Xeon Gold 6140 CPU @ 2.30 GHz2022.03 | 85.6 | 75.62 | |
| UNet++Params (in M)=9.16, Inference Speed (in ms)=173, GFLOPS=34.65, Resolution=256x256, Hardware=Intel Xeon Gold 6140 CPU @ 2.30 GHz2022.03 | 84.96 | 75.12 | |
| UNetParams (in M)=31.13, Inference Speed (in ms)=223, GFLOPS=55.84, Resolution=256x256, Hardware=Intel Xeon Gold 6140 CPU @ 2.30 GHz2022.03 | 84.03 | 74.55 |