LadderNet: Multi-path networks based on U-Net for medical image segmentation

17 Oct 2018Juntang Zhuang

U-Net has been providing state-of-the-art performance in many medical image segmentation problems. Many modifications have been proposed for U-Net, such as attention U-Net, recurrent residual convolutional U-Net (R2-UNet), and U-Net with residual blocks or blocks with dense connections... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT LEADERBOARD
Retinal Vessel Segmentation CHASE_DB1 LadderNet F1 score 0.8031 # 3
AUC 0.9839 # 2
Retinal Vessel Segmentation DRIVE LadderNet F1 score 0.8202 # 5
AUC 0.9793 # 3