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daobinhuang's Projects

3dunetcnn icon 3dunetcnn

Keras 3D U-Net Convolution Neural Network (CNN) designed for medical image segmentation

ademxapp icon ademxapp

Code for https://arxiv.org/abs/1611.10080

awesome-deepbio icon awesome-deepbio

A curated list of awesome deep learning applications in the field of computational biology

deep-learning-papers icon deep-learning-papers

Papers about deep learning ordered by task, date. Current state-of-the-art papers are labelled.

deep-review icon deep-review

A collaboratively written review paper on deep learning, genomics, and precision medicine

dilation icon dilation

Dilated Convolution for Semantic Image Segmentation

enet icon enet

ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation

fcis icon fcis

Fully Convolutional Instance-aware Semantic Segmentation

fcn.berkeleyvision.org icon fcn.berkeleyvision.org

Fully Convolutional Networks for Semantic Segmentation by Jonathan Long*, Evan Shelhamer*, and Trevor Darrell. CVPR 2015 and PAMI 2016.

focusing-attention-of-fully-convolutional-neural-networks-on-region-of-interest-roi-input-map- icon focusing-attention-of-fully-convolutional-neural-networks-on-region-of-interest-roi-input-map-

This project contains code for a fully convolutional neural network (FCN) for semantic segmentation with a region of interest (ROI) map as an additional input (Figure 1). The net receives image and ROI as a binary map with pixels corresponding to ROI marked 1, and produce pixel-wise annotation of the ROI region of the image. The method is based on using region selective features This code was tested on for semantic segmentation task of materials in transparent vessels where the vessel area of the image was set as the ROI.

jsrt-parser icon jsrt-parser

This is a data parser to obtain images and descriptions from JSRT database in a uniform format for deep learning applications.

keras-dcgan icon keras-dcgan

Keras implementation of Deep Convolutional Generative Adversarial Networks

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