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Retinal vessel segmentation is the task of segmenting vessels in retina imagery.

( Image credit: LadderNet )

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Greatest papers with code

Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation

20 Feb 2018LeeJunHyun/Image_Segmentation

In this paper, we propose a Recurrent Convolutional Neural Network (RCNN) based on U-Net as well as a Recurrent Residual Convolutional Neural Network (RRCNN) based on U-Net models, which are named RU-Net and R2U-Net respectively.

IMAGE CLASSIFICATION LESION SEGMENTATION LUNG NODULE SEGMENTATION RETINAL VESSEL SEGMENTATION SEMANTIC SEGMENTATION SKIN CANCER SEGMENTATION

Robust Retinal Vessel Segmentation from a Data Augmentation Perspective

31 Jul 2020PaddlePaddle/Research

In this paper, we propose two new data augmentation modules, namely, channel-wise random Gamma correction and channel-wise random vessel augmentation.

DATA AUGMENTATION RETINAL VESSEL SEGMENTATION

Retinal Vessel Segmentation in Fundoscopic Images with Generative Adversarial Networks

28 Jun 2017ChengBinJin/V-GAN-tensorflow

Retinal vessel segmentation is an indispensable step for automatic detection of retinal diseases with fundoscopic images.

RETINAL VESSEL SEGMENTATION

Accurate Retinal Vessel Segmentation via Octave Convolution Neural Network

28 Jun 2019koshian2/OctConv-TFKeras

Compared with other convolution networks utilizing standard convolution for feature extraction, the proposed method utilizes octave convolutions and octave transposed convolutions for learning multiple-spatial-frequency features, thus can better capture retinal vasculatures with varying sizes and shapes.

RETINAL VESSEL SEGMENTATION

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

17 Oct 2018juntang-zhuang/LadderNet

A LadderNet has more paths for information flow because of skip connections and residual blocks, and can be viewed as an ensemble of Fully Convolutional Networks (FCN).

RETINAL VESSEL SEGMENTATION SEMANTIC SEGMENTATION

Residual Spatial Attention Network for Retinal Vessel Segmentation

18 Sep 2020clguo/RSAN

In this work, we propose the Residual Spatial Attention Network (RSAN) for retinal vessel segmentation.

RETINAL VESSEL SEGMENTATION

Deep Vessel Segmentation By Learning Graphical Connectivity

6 Jun 2018syshin1014/VGN

We propose a novel deep-learning-based system for vessel segmentation.

RETINAL VESSEL SEGMENTATION