Browsing by author "Xia, Yong"
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Classification of Medical Images in the Biomedical Literature by Jointly Using Deep and Handcrafted Visual Features
Zhang, Jianpeng; Xia, Yong; Xie, Yutong; Fulham, Michael; Feng, DaganPublished 2017-11-20Open AccessArticle -
Cross-cohort dementia identification using transfer learning with FDG-PET imaging
Lu, Shen; Xia, Yong; Cai, Weidong; Feng, Dagan; Fulham, MichaelPublished 2018Machine learning techniques have been extensively adapted to dementia identification with PET imaging in the last decade. Despite the promising results reported by these studies, the accurately labeled PET brain scans used ...Open AccessConference paper -
Densely Connected Large Kernel Convolutional Network for Semantic Membrane Segmentation in Microscopy Images
Liu, Dongnan; Zhang, Donghao; Liu, Siqi; Song, Yang; Jia, Haozhe; Feng, Dagan; Xia, Yong; Cai, WeidongPublished 2018-09-06Open AccessConference paper -
Early identification of mild cognitive impairment using incomplete random forest-robust support vector machine and FDG-PET imaging
Lu, Shen; Xia, Yong; Cai, Weidong; Fulham, Michael; Feng, Dagan; ADNIPublished 2017-02-07Alzheimer’s disease (AD) is the most common type of dementia and will be an increasing health problem in society as the population ages. Mild cognitive impairment (MCI) is considered to be a prodromal stage of AD. The ...Open AccessArticle -
Knowledge-based Collaborative Deep Learning for Benign-Malignant Lung Nodule Classification on Chest CT
Xie, Yutong; Xia, Yong; Zhang, Jianpeng; Song, Yang; Feng, Dagan; Fulham, Michael; Cai, WeidongPublished 2018-10-17Open AccessArticle -
Prostate segmentation in MR images using ensemble deep convolutional neural networks
Jia, Haozhe; Xia, Yong; Cai, Weidong; Fulham, Michael; Feng, DaganPublished 2017-06-19The automated segmentation of the prostate gland from MR images is increasingly used for clinical diagnosis. Since deep learning demonstrates superior performance in computer vision applications, we propose a coarse-to-fine ...Open AccessConference paper -
Robust saliency detection via regularized random walks ranking
Li, Changyang; Yuan, Yuchen; Cai, Weidong; Xia, Yong; Feng, DaganPublished 2015-10-15In the field of saliency detection, many graph-based algorithms heavily depend on the accuracy of the pre-processed superpixel segmentation, which leads to significant sacrifice of detail information from the input image. ...Open AccessConference paper -
Semi-supervised manifold learning with affinity regularization for Alzheimer's disease identification using positron emission tomography imaging
Lu, Shen; Xia, Yong; Cai, Weidong; Feng, DaganPublished 2015-11-05Dementia, Alzheimer's disease (AD) in particular is a global problem and big threat to the aging population. An image based computer-aided dementia diagnosis method is needed to providing doctors help during medical image ...Open AccessConference paper -
Transferable Multi-model Ensemble for Benign-Malignant Lung Nodule Classification on Chest CT
Xie, Yutong; Xia, Yong; Zhang, Jianpeng; Feng, Dagan; Fulham, Michael; Cai, WeidongPublished 2017-09-04The classification of benign versus malignant lung nodules using chest CT plays a pivotal role in the early detection of lung cancer and this early detection has the best chance of cure. Although deep learning is now the ...Open AccessConference paper
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