Medical Image Segmentation on BraTS 2020 (5-fold cross-validation)
76.65Dice Score (Mean)AdamCPR
Evaluation Results
| Method | Links | |
|---|---|---|
| AdamCPROptimizer=AdamCPR, Warm start steps (s)=3k, Learning rate warmup=2k, Total training steps=25k, Initialization=Kappa-WS2023.11 | 76.65 | |
| AdamCPROptimizer=AdamCPR, Warm start steps (s)=2k, Learning rate warmup=2k, Total training steps=25k, Initialization=Kappa-WS2023.11 | 76.46 | |
| AdamWOptimizer=AdamW, Weight decay (γ)=1e-3, Learning rate warmup=2k, Total training steps=25k2023.11 | 76.22 | |
| AdamWOptimizer=AdamW, Weight decay (γ)=1e-2, Learning rate warmup=2k, Total training steps=25k2023.11 | 76.12 | |
| AdamWOptimizer=AdamW, Weight decay (γ)=1e-4, Learning rate warmup=2k, Total training steps=25k2023.11 | 76.01 | |
| AdamWOptimizer=AdamW, Weight decay (γ)=1e-5, Learning rate warmup=2k, Total training steps=25k2023.11 | 75.85 | |
| AdamCPROptimizer=AdamCPR, Warm start steps (s)=4k, Learning rate warmup=2k, Total training steps=25k, Initialization=Kappa-WS2023.11 | 75.63 | |
| AdamWOptimizer=AdamW, Weight decay (γ)=1e-1, Learning rate warmup=2k, Total training steps=25k2023.11 | 75.42 | |
| AdamCPROptimizer=AdamCPR, Warm start steps (s)=1k, Learning rate warmup=2k, Total training steps=25k, Initialization=Kappa-WS2023.11 | 75.29 |