Brain Tumor Segmentation on BraTS 2020 (Dice Score & Hausdorff Distance)
98.75Dice ScoreResNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ResNetImage size=128× 128× 128× 4, Encoder endpoint=8×8×8×256, Loss Function=L(dice)+ L(CF), Optimizer=Adam, Learning rate=0.0001, No of Epochs=100, Time Taken=4min2025.02 | 98.75 | 11.7 | |
| UNETImage size=128× 128× 128× 4, Encoder endpoint=8×8×8×256, Loss Function=L(dice)+ L(CF), Optimizer=Adam, Learning rate=0.0001, No of Epochs=100, Time Taken=4min2025.02 | 98.69 | 13.0715 | |
| Inception-v3Image size=128× 128× 128× 4, Encoder endpoint=8×8×8×256, Loss Function=L(dice)+ L(CF), Optimizer=Adam, Learning rate=0.0001, No of Epochs=100, Time Taken=4min2025.02 | 97.33 | 14.3513 | |
| Inception-v4Image size=128× 128× 128× 4, Encoder endpoint=8×8×8×256, Loss Function=L(dice)+ L(CF), Optimizer=Adam, Learning rate=0.0001, No of Epochs=100, Time Taken=4min2025.02 | 97.33 | 14.3513 | |
| Brats 2020 WinnerImage size=(128× 128× 128), Loss Function=L(dice), Optimizer=Ranger, Learning rate=1e−4, No of Epochs=4002025.02 | 91.148 | 4.3 |