医学 AI

To what extent can Plug-and-Play methods outperform neural networks alone in low-dose CT reconstruction

Qifan Xu, Qihui Lyu, Dan Ruan, Ke Sheng

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

Comments Accepted to IEEE ISBI 2022

Cross-level Contrastive Learning and Consistency Constraint for Semi-supervised Medical Image Segmentation

Xinkai Zhao, Chaowei Fang, De-Jun Fan, Xutao Lin, Feng Gao, Guanbin Li

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

DDoS-UNet: Incorporating temporal information using Dynamic Dual-channel UNet for enhancing super-resolution of dynamic MRI

Soumick Chatterjee, Chompunuch Sarasaen, Georg Rose, Andreas Nürnberger, Oliver Speck

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

Accurate super-resolution low-field brain MRI

Juan Eugenio Iglesias, Riana Schleicher, Sonia Laguna, Benjamin Billot, Pamela Schaefer, Brenna McKaig, Joshua N. Goldstein, Kevin N. Sheth, Matthew S. Rosen, W. Taylor Kimberly

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

Spectral image clustering on dual-energy CT scans using functional regression mixtures

Segolene Brivet, Faicel Chamroukhi, Mark Coates, Reza Forghani, Peter Savadjiev

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

Comments submitted to IEEE Transactions on Medical Imaging

Unsupervised Anomaly Detection in 3D Brain MRI using Deep Learning with Multi-Task Brain Age Prediction

Marcel Bengs, Finn Behrendt, Max-Heinrich Laves, Julia Krüger, Roland Opfer, Alexander Schlaefer

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

Comments Accepted at SPIE Medical Imaging 2022

ReconFormer: Accelerated MRI Reconstruction Using Recurrent Transformer

Pengfei Guo, Yiqun Mei, Jinyuan Zhou, Shanshan Jiang, Vishal M. Patel

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

Deep Learning Analysis of Cardiac MRI in Legacy Datasets: Multi-Ethnic Study of Atherosclerosis

Avan Suinesiaputra, Charlene A Mauger, Bharath Ambale-Venkatesh, David A Bluemke, Josefine Dam Gade, Kathleen Gilbert, Mark Janse, Line Sofie Hald, Conrad Werkhoven, Colin Wu, Joao A Lima, Alistair A Young

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

Maximizing Unambiguous Velocity Range in Phase-contrast MRI with Multipoint Encoding

Shen Zhao, Rizwan Ahmad, Lee C. Potter

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

Comments 5 pages, 5 figures

AutoSeg -- Steering the Inductive Biases for Automatic Pathology Segmentation

Felix Meissen, Georgios Kaissis, Daniel Rueckert

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

Comments 8 pages, 3 figures, part of the MICCAI MOOD Challenge 2021

MISeval: a Metric Library for Medical Image Segmentation Evaluation

Dominik Müller, Dennis Hartmann, Philip Meyer, Florian Auer, Iñaki Soto-Rey, Frank Kramer

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

Artifact- and content-specific quality assessment for MRI with image rulers

Ke Lei, John M. Pauly, Shreyas S. Vasanawala

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

A Learning-based Method for Online Adjustment of C-arm Cone-Beam CT Source Trajectories for Artifact Avoidance

Mareike Thies, Jan-Nico Zäch, Cong Gao, Russell Taylor, Nassir Navab, Andreas Maier, Mathias Unberath

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

Comments 12 pages

Journal ref Int. J. CARS 15 (2020) 1787-1796

Weaving Attention U-net: A Novel Hybrid CNN and Attention-based Method for Organs-at-risk Segmentation in Head and Neck CT Images

Zhuangzhuang Zhang, Tianyu Zhao, Hiram Gay, Weixiong Zhang, Baozhou Sun

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

Comments 12 pages, 5 figures

FDRN: A Fast Deformable Registration Network for Medical Images

Kaicong Sun, Sven Simon

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

Medical Image Segmentation Using Deep Learning: A Survey

Risheng Wang, Tao Lei, Ruixia Cui, Bingtao Zhang, Hongying Meng, Asoke K. Nandi

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

An analysis of reconstruction noise from undersampled 4D flow MRI

Lauren Partin, Daniele E. Schiavazzi, Carlos A. Sing Long

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

A three-dimensional dual-domain deep network for high-pitch and sparse helical CT reconstruction

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

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

Comments 13 pages, 5 figures

Generation of Synthetic Rat Brain MRI scans with a 3D Enhanced Alpha-GAN

André Ferreira, Ricardo Magalhães, Sébastien Mériaux, Victor Alves

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

Comments 25 pages, 10 figures, 4 tables

A general technique for the estimation of farm animal body part weights from CT scans and its applications in a rabbit breeding program

Ádám Csóka, György Kovács, Virág Ács, Zsolt Matics, Zsolt Gerencsér, Zsolt Szendrő, István Nagy, Örs Petneházy, Imre Repa, Mariann Moizs, Tamás Donkó

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

Multitask 3D CBCT-to-CT Translation and Organs-at-Risk Segmentation Using Physics-Based Data Augmentation

Navdeep Dahiya, Sadegh R Alam, Pengpeng Zhang, Si-Yuan Zhang, Anthony Yezzi, Saad Nadeem

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

Comments Medical Physics 2021

Self-Attention Generative Adversarial Network for Iterative Reconstruction of CT Images

Ruiwen Xing, Thomas Humphries, Dong Si

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

Comments 16 pages, 8 figures, 5 tables

AI-based Reconstruction for Fast MRI -- A Systematic Review and Meta-analysis

Yutong Chen, Carola-Bibiane Schönlieb, Pietro Liò, Tim Leiner, Pier Luigi Dragotti, Ge Wang, Daniel Rueckert, David Firmin, Guang Yang

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

Comments 42 pages, 5 figures, Proceedings of the IEEE

Equilibrated Zeroth-Order Unrolled Deep Networks for Accelerated MRI

Zhuo-Xu Cui, Jing Cheng, Qingyong Zhu, Yuanyuan Liu, Sen Jia, Kankan Zhao, Ziwen Ke, Wenqi Huang, Haifeng Wang, Yanjie Zhu, Dong Liang

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

Comments 11 figures

Multi-Coil MRI Reconstruction Challenge -- Assessing Brain MRI Reconstruction Models and their Generalizability to Varying Coil Configurations

Youssef Beauferris, Jonas Teuwen, Dimitrios Karkalousos, Nikita Moriakov, Mattha Caan, George Yiasemis, Lívia Rodrigues, Alexandre Lopes, Hélio Pedrini, Letícia Rittner, Maik Dannecker, Viktor Studenyak, Fabian Gröger, Devendra Vyas, Shahrooz Faghih-Roohi, Amrit Kumar Jethi, Jaya Chandra Raju, Mohanasankar Sivaprakasam, Mike Lasby, Nikita Nogovitsyn, Wallace Loos, Richard Frayne, Roberto Souza

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

Leveraging Image Complexity in Macro-Level Neural Network Design for Medical Image Segmentation

Tariq M. Khan, Syed S. Naqvi, Erik Meijering

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

Deep Co-supervision and Attention Fusion Strategy for Automatic COVID-19 Lung Infection Segmentation on CT Images

Haigen Hu, Leizhao Shen, Qiu Guan, Xiaoxin Li, Qianwei Zhou, Su Ruan

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

Journal ref Pattern Recognition,2022,124:108452

Local contrastive loss with pseudo-label based self-training for semi-supervised medical image segmentation

Krishna Chaitanya, Ertunc Erdil, Neerav Karani, Ender Konukoglu

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

Comments 13 pages, 4 figures, 7 tables. This article is under review at a Journal

A Deep-Learning Framework for Improving COVID-19 CT Image Quality and Diagnostic Accuracy

Garvit Goel, Jingyuan Qi, Wu-chun Feng, Guohua Cao

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

Comments 10 pages

Automated assessment of disease severity of COVID-19 using artificial intelligence with synthetic chest CT

Mengqiu Liu, Ying Liu, Yidong Yang, Aiping Liu, Shana Li, Changbing Qu, Xiaohui Qiu, Yang Li, Weifu Lv, Peng Zhang, Jie Wen

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