UNet++: A Nested U-Net Architecture for Medical Image Segmentation

18 Jul 2018  ·  Zongwei Zhou, Md Mahfuzur Rahman Siddiquee, Nima Tajbakhsh, Jianming Liang ·

Implementation of different kinds of Unet Models for Image Segmentation - Unet , RCNN-Unet, Attention Unet, RCNN-Attention Unet, Nested Unet..

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Datasets


Task Dataset Model Metric Name Metric Value Global Rank Result Benchmark
Medical Image Segmentation 2018 Data Science Bowl Unet++ Dice 0.8974 # 1
mIoU 0.9255 # 1
Recall - # 3
Precision - # 3
Semantic Segmentation Cityscapes val UNet++ (ResNet-101) mIoU 75.5% # 23
Medical Image Segmentation CVC-ClinicDB U-Net++ mean Dice 0.7940 # 15
Medical Image Segmentation Kvasir-SEG U-Net++ Average MAE 0.048 # 5
mean Dice 0.8210 # 11
S-Measure 0.862 # 5
max E-Measure 0.910 # 5

Methods