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ResearchFormerly WizWand

Medical Image Segmentation on BTCV (3-fold cross-validation)

84.23Mean Dice ScoreAdamCPR
54.257262.038669.8277.6014Nov 15, 2023
Updated 8mo ago

Evaluation results

MethodLinks
AdamCPROptimizer=AdamCPR, Warm start steps (s)=3k, Learning rate warmup=2k, Total training steps=125k, Initialization=Kappa-WS2023.1184.23
AdamCPROptimizer=AdamCPR, Warm start steps (s)=2k, Learning rate warmup=2k, Total training steps=125k, Initialization=Kappa-WS2023.1184.14
AdamWOptimizer=AdamW, Weight decay (γ)=1e-2, Learning rate warmup=2k, Total training steps=125k2023.1183.99
AdamWOptimizer=AdamW, Weight decay (γ)=1e-3, Learning rate warmup=2k, Total training steps=125k2023.1183.17
AdamWOptimizer=AdamW, Weight decay (γ)=1e-4, Learning rate warmup=2k, Total training steps=125k2023.1183.1
AdamWOptimizer=AdamW, Weight decay (γ)=1e-5, Learning rate warmup=2k, Total training steps=125k2023.1183.04
AdamCPROptimizer=AdamCPR, Warm start steps (s)=1k, Learning rate warmup=2k, Total training steps=125k, Initialization=Kappa-WS2023.1181.17
AdamWOptimizer=AdamW, Weight decay (γ)=1e-1, Learning rate warmup=2k, Total training steps=125k2023.1173.92
AdamCPROptimizer=AdamCPR, Warm start steps (s)=4k, Learning rate warmup=2k, Total training steps=125k, Initialization=Kappa-WS2023.1155.41