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Brain Image Segmentation

5 papers with code · Medical

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Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning

29 Oct 2018arnab39/FewShot_GAN-Unet3D

In addition, our work presents a comprehensive analysis of different GAN architectures for semi-supervised segmentation, showing recent techniques like feature matching to yield a higher performance than conventional adversarial training approaches.

3D MEDICAL IMAGING SEGMENTATION BRAIN IMAGE SEGMENTATION BRAIN SEGMENTATION FEW-SHOT IMAGE SEGMENTATION SEMI-SUPERVISED SEMANTIC SEGMENTATION

FusionNet: A deep fully residual convolutional neural network for image segmentation in connectomics

16 Dec 2016GunhoChoi/FusionNet-Pytorch

Electron microscopic connectomics is an ambitious research direction with the goal of studying comprehensive brain connectivity maps by using high-throughput, nano-scale microscopy.

BRAIN IMAGE SEGMENTATION IMAGE CLASSIFICATION SEMANTIC SEGMENTATION

Global Deep Learning Methods for Multimodality Isointense Infant Brain Image Segmentation

10 Dec 2018zhengyang-wang/3D-Unet--Tensorflow

An important step in early brain development study is to perform automatic segmentation of infant brain magnetic resonance (MR) images into cerebrospinal fluid (CSF), gray matter (GM) and white matter (WM) regions.

BRAIN IMAGE SEGMENTATION SEMANTIC SEGMENTATION