医学 AI

Unsupervised brain lesion segmentation from MRI using a convolutional autoencoder

Hans E. Atlason, Askell Love, Sigurdur Sigurdsson, Vilmundur Gudnason, Lotta M. Ellingsen

专题命中 医学影像 ：MRI(title)；diagnosis(abstract)；分类 cs.CV、eess.IV

Deep Symmetric Adaptation Network for Cross-modality Medical Image Segmentation

Xiaoting Han, Lei Qi, Qian Yu, Ziqi Zhou, Yefeng Zheng, Yinghuan Shi, Yang Gao

专题命中 医学影像 ：medical image(title,abstract)；分类 cs.CV、eess.IV

Explainable COVID-19 Detection Using Chest CT Scans and Deep Learning

Hammam Alshazly, Christoph Linse, Erhardt Barth, Thomas Martinetz

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV、eess.IV

Journal ref Sensors - 2021

VoxelHop: Successive Subspace Learning for ALS Disease Classification Using Structural MRI

Xiaofeng Liu, Fangxu Xing, Chao Yang, C. -C. Jay Kuo, Suma Babu, Georges El Fakhri, Thomas Jenkins, Jonghye Woo

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV、eess.IV

Dynamic Image for 3D MRI Image Alzheimer's Disease Classification

Xin Xing, Gongbo Liang, Hunter Blanton, Muhammad Usman Rafique, Chris Wang, Ai-Ling Lin, Nathan Jacobs

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV、cs.LG

Comments Accepted to ECCV2020 Workshop on BioImage Computing

Regularization-Agnostic Compressed Sensing MRI Reconstruction with Hypernetworks

Alan Q. Wang, Adrian V. Dalca, Mert R. Sabuncu

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV、eess.IV

A New Weighting Scheme for Fan-beam and Circle Cone-beam CT Reconstructions

Wei Wang, Xiang-Gen Xia, Chuanjiang He, Zemin Ren, Jian Lu, Tianfu Wang, Baiying Lei

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV、eess.IV

Large-Scale Extended Granger Causality for Classification of Marijuana Users From Functional MRI

M. Ali Vosoughi, Axel Wismuller

专题命中 医学影像 ：MRI(title)；diagnosis(abstract)；分类 cs.LG、eess.IV

Comments 13 pages, conference

Does Non-COVID19 Lung Lesion Help? Investigating Transferability in COVID-19 CT Image Segmentation

Yixin Wang, Yao Zhang, Yang Liu, Jiang Tian, Cheng Zhong, Zhongchao Shi, Yang Zhang, Zhiqiang He

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV、eess.IV

Comments 11 pages

Screening COVID-19 Based on CT/CXR Images & Building a Publicly Available CT-scan Dataset of COVID-19

Maryam Dialameh, Ali Hamzeh, Hossein Rahmani, Amir Reza Radmard, Safoura Dialameh

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV、eess.IV

An Unsupervised Deep Learning Method for Multi-coil Cine MRI

Ziwen Ke, Jing Cheng, Leslie Ying, Hairong Zheng, Yanjie Zhu, Dong Liang

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV、eess.IV

Comments 12 pages, 10 figures, submitted to PMB

Combining CNN and Hybrid Active Contours for Head and Neck Tumor Segmentation in CT and PET images

Jun Ma, Xiaoping Yang

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV、eess.IV

Comments Second place in MICCAI 2020 HECKTOR Challenge

Cascaded Convolutional Neural Network for Automatic Myocardial Infarction Segmentation from Delayed-Enhancement Cardiac MRI

Yichi Zhang

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV、eess.IV

Comments MICCAI 2020 STACOM Workshop

Automatic Data Augmentation for 3D Medical Image Segmentation

Ju Xu, Mengzhang Li, Zhanxing Zhu

专题命中 医学影像 ：medical image(title,abstract)；分类 cs.CV、eess.IV

Comments 10 pages

Parallel-beam X-ray CT datasets of apples with internal defects and label balancing for machine learning

Sophia Bethany Coban, Vladyslav Andriiashen, Poulami Somanya Ganguly, Maureen van Eijnatten, Kees Joost Batenburg

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV、cs.LG

Comments Data Descriptor, to be submitted, 21 pages, 12 figures

Joint super-resolution and synthesis of 1 mm isotropic MP-RAGE volumes from clinical MRI exams with scans of different orientation, resolution and contrast

Juan Eugenio Iglesias, Benjamin Billot, Yael Balbastre, Azadeh Tabari, John Conklin, Daniel C. Alexander, Polina Golland, Brian L. Edlow, Bruce Fischl

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV、eess.IV

MA-Unet: An improved version of Unet based on multi-scale and attention mechanism for medical image segmentation

Yutong Cai, Yong Wang

专题命中 医学影像 ：medical image(title,abstract)；分类 cs.CV、eess.IV

Comments 13 pages, 5 figures, 2 tables

Experimental design for MRI by greedy policy search

Tim Bakker, Herke van Hoof, Max Welling

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV、cs.LG

Comments Accepted to NeurIPS 2020 (spotlight), 15-12-2020: Fixed typos, Figure 9, and pseudocode

Development and Characterization of a Chest CT Atlas

Kaiwen Xu, Riqiang Gao, Mirza S. Khan, Shunxing Bao, Yucheng Tang, Steve A. Deppen, Yuankai Huo, Kim L. Sandler, Pierre P. Massion, Mattias P. Heinrich, Bennett A. Landman

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV、eess.IV

Comments Accepted by SPIE2021 Medical Imaging (oral)

Anisotropic 3D Multi-Stream CNN for Accurate Prostate Segmentation from Multi-Planar MRI

Anneke Meyer, Grzegorz Chlebus, Marko Rak, Daniel Schindele, Martin Schostak, Bram van Ginneken, Andrea Schenk, Hans Meine, Horst K. Hahn, Andreas Schreiber, Christian Hansen

专题命中 医学影像 ：MRI(title)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments Accepted manuscript in Elsevier Computer Methods and Programs in Biomedicine. Anneke Meyer and Grzegorz Chlebus contributed equally to this work. Sourcecode available at https://github.com/AnnekeMeyer/AnisotropicMultiStreamCNN. Data available at https://doi.org/10.7937/TCIA.2019.DEG7ZG1U

High-level Prior-based Loss Functions for Medical Image Segmentation: A Survey

Rosana El Jurdi, Caroline Petitjean, Paul Honeine, Veronika Cheplygina, Fahed Abdallah

专题命中 医学影像 ：medical image(title,abstract)；分类 cs.CV、cs.LG

Targeted Self Supervision for Classification on a Small COVID-19 CT Scan Dataset

Nicolas Ewen, Naimul Khan

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV、eess.IV

Comments Submitted to ISBI 2021

Recognition and standardization of cardiac MRI orientation via multi-tasking learning and deep neural networks

Ke Zhang, Xiahai Zhuang

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV、eess.IV

Comments 10 pages, 2 figures, to be published in STACOM 2020 (MICCAI Workshop)

Studying Robustness of Semantic Segmentation under Domain Shift in cardiac MRI

Peter M. Full, Fabian Isensee, Paul F. Jäger, Klaus Maier-Hein

专题命中 医学影像 ：MRI(title)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments 12 pages, 3 Figures, Contribution to the STACOM Workshop at MICCAI 2020

Automatic segmentation with detection of local segmentation failures in cardiac MRI

Jörg Sander, Bob D. de Vos, Ivana Išgum

专题命中 医学影像 ：MRI(title)；diagnosis(abstract)；分类 cs.CV、eess.IV

Journal ref currently under press - Scientific Reports (2020)

Decomposing Normal and Abnormal Features of Medical Images for Content-based Image Retrieval

Kazuma Kobayashi, Ryuichiro Hataya, Yusuke Kurose, Tatsuya Harada, Ryuji Hamamoto

专题命中 医学影像 ：medical image(title,abstract)；分类 cs.CV、eess.IV

Comments Machine Learning for Health (ML4H) at NeurIPS 2020 - Extended Abstract

Self-Supervised Out-of-Distribution Detection in Brain CT Scans

Abinav Ravi Venkatakrishnan, Seong Tae Kim, Rami Eisawy, Franz Pfister, Nassir Navab

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV、eess.IV

Comments Accepted at Medical Imaging Meets NeurIPS Workshop at NeurIPS 2020

CAggNet: Crossing Aggregation Network for Medical Image Segmentation

Xu Cao, Yanghao Lin

专题命中 医学影像 ：medical image(title,abstract)；分类 cs.LG、eess.IV

Comments Accepted by ICPR 2020

DeepReg: a deep learning toolkit for medical image registration

Yunguan Fu, Nina Montaña Brown, Shaheer U. Saeed, Adrià Casamitjana, Zachary M. C. Baum, Rémi Delaunay, Qianye Yang, Alexander Grimwood, Zhe Min, Stefano B. Blumberg, Juan Eugenio Iglesias, Dean C. Barratt, Ester Bonmati, Daniel C. Alexander, Matthew J. Clarkson, Tom Vercauteren, Yipeng Hu

专题命中 医学影像 ：medical image(title,abstract)；分类 cs.CV、eess.IV

Comments Accepted in The Journal of Open Source Software (JOSS)

Uncertainty Estimation in Medical Image Localization: Towards Robust Anterior Thalamus Targeting for Deep Brain Stimulation

Han Liu, Can Cui, Dario J. Englot, Benoit M. Dawant

专题命中 医学影像 ：medical image(title)；MRI(abstract)；分类 cs.CV、eess.IV

Comments 8 pages, 3 figures