Brain Segmentation on IBSR (test)
97.88Jaccard (Mean)IF-UNet
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| IF-UNetlambda=1.2, epochs=100, batch size=22026.02 | 97.88 | — | — | — | — | — | — | — | — | 98.92 | 99.24 | |
| IF-UNetlambda=0.5, epochs=100, batch size=22026.02 | 97.76 | — | — | — | — | — | — | — | — | 98.86 | 99.22 | |
| IF-UNetlambda=0.9, epochs=100, batch size=22026.02 | 97.76 | — | — | — | — | — | — | — | — | 98.86 | 99.21 | |
| IF-UNetlambda=1.5, epochs=100, batch size=22026.02 | 97.72 | — | — | — | — | — | — | — | — | 98.84 | 99.19 | |
| UNetepochs=100, batch size=22026.02 | 97.28 | — | — | — | — | — | — | — | — | 98.61 | 99.07 | |
| Attention UNetepochs=100, batch size=22026.02 | 84.59 | — | — | — | — | — | — | — | — | 91.65 | 99.19 | |
| Lovász SoftmaxLoss function=Lovász-Softmax2017.05 | 61.55 | 73.56 | 84.74 | 54.44 | 70.25 | 62.57 | 76.89 | 55.74 | 71.5 | 75.84 | — | |
| Cross EntropyLoss function=Cross Entropy2017.05 | 60.16 | 72.74 | 84.17 | 52.31 | 68.33 | 61.55 | 76.07 | 54.04 | 70.02 | 74.65 | — |