医学 AI

Shape constrained CNN for segmentation guided prediction of myocardial shape and pose parameters in cardiac MRI

Sofie Tilborghs, Jan Bogaert, Frederik Maes

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

Learn2Trust: A video and streamlit-based educational programme for AI-based medical image analysis targeted towards medical students

Hanna Siebert, Marian Himstedt, Mattias Heinrich

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

Comments 5 pages

U-Net vs Transformer: Is U-Net Outdated in Medical Image Registration?

Xi Jia, Joseph Bartlett, Tianyang Zhang, Wenqi Lu, Zhaowen Qiu, Jinming Duan

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

Comments Accepted to MICCAI-MLMI 2022

LRIP-Net: Low-Resolution Image Prior based Network for Limited-Angle CT Reconstruction

Qifeng Gao, Rui Ding, Linyuan Wang, Bin Xue, Yuping Duan

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

Improving Small Lesion Segmentation in CT Scans using Intensity Distribution Supervision: Application to Small Bowel Carcinoid Tumor

Seung Yeon Shin, Thomas C. Shen, Stephen A. Wank, Ronald M. Summers

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

FCSN: Global Context Aware Segmentation by Learning the Fourier Coefficients of Objects in Medical Images

Young Seok Jeon, Hongfei Yang, Mengling Feng

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

PUERT: Probabilistic Under-sampling and Explicable Reconstruction Network for CS-MRI

Jingfen Xie, Jian Zhang, Yongbing Zhang, Xiangyang Ji

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

GLEAM: Greedy Learning for Large-Scale Accelerated MRI Reconstruction

Batu Ozturkler, Arda Sahiner, Tolga Ergen, Arjun D Desai, Christopher M Sandino, Shreyas Vasanawala, John M Pauly, Morteza Mardani, Mert Pilanci

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

HoVer-Trans: Anatomy-aware HoVer-Transformer for ROI-free Breast Cancer Diagnosis in Ultrasound Images

Yuhao Mo, Chu Han, Yu Liu, Min Liu, Zhenwei Shi, Jiatai Lin, Bingchao Zhao, Chunwang Huang, Bingjiang Qiu, Yanfen Cui, Lei Wu, Xipeng Pan, Zeyan Xu, Xiaomei Huang, Zaiyi Liu, Ying Wang, Changhong Liang

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

Patch-wise Deep Metric Learning for Unsupervised Low-Dose CT Denoising

Chanyong Jung, Joonhyung Lee, Sunkyoung You, Jong Chul Ye

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

Comments MICCAI 2022

Regression Metric Loss: Learning a Semantic Representation Space for Medical Images

Hanqing Chao, Jiajin Zhang, Pingkun Yan

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

Comments Accepted by MICCAI2022

Segmentation of Blood Vessels, Optic Disc Localization, Detection of Exudates and Diabetic Retinopathy Diagnosis from Digital Fundus Images

Soham Basu, Sayantan Mukherjee, Ankit Bhattacharya, Anindya Sen

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

Comments RAAI 2020, 11 pages, 12 figures, 2 tables

Journal ref Proceedings of Research and Applications in Artificial Intelligence. Advances in Intelligent Systems and Computing, vol. 1355 (2021) pp.173-184. Springer, Singapore

A Novel Unified Conditional Score-based Generative Framework for Multi-modal Medical Image Completion

Xiangxi Meng, Yuning Gu, Yongsheng Pan, Nizhuan Wang, Peng Xue, Mengkang Lu, Xuming He, Yiqiang Zhan, Dinggang Shen

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

A novel adversarial learning strategy for medical image classification

Zong Fan, Xiaohui Zhang, Jacob A. Gasienica, Jennifer Potts, Su Ruan, Wade Thorstad, Hiram Gay, Pengfei Song, Xiaowei Wang, Hua Li

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

A Deep Ensemble Learning Approach to Lung CT Segmentation for COVID-19 Severity Assessment

Tal Ben-Haim, Ron Moshe Sofer, Gal Ben-Arie, Ilan Shelef, Tammy Riklin-Raviv

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

Comments IEEE International Conference on Image Processing (ICIP) 2022

A deep cascade of ensemble of dual domain networks with gradient-based T1 assistance and perceptual refinement for fast MRI reconstruction

Balamurali Murugesan, Sriprabha Ramanarayanan, Sricharan Vijayarangan, Keerthi Ram, Naranamangalam R Jagannathan, Mohanasankar Sivaprakasam

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

Comments Accepted in CMIG 2021

Less Is More: A Comparison of Active Learning Strategies for 3D Medical Image Segmentation

Josafat-Mattias Burmeister, Marcel Fernandez Rosas, Johannes Hagemann, Jonas Kordt, Jasper Blum, Simon Shabo, Benjamin Bergner, Christoph Lippert

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

Comments 22 pages, 5 figures, to be published at ReALML @ ICML2022

Online Reflective Learning for Robust Medical Image Segmentation

Yuhao Huang, Xin Yang, Xiaoqiong Huang, Jiamin Liang, Xinrui Zhou, Cheng Chen, Haoran Dou, Xindi Hu, Yan Cao, Dong Ni

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

Comments Accepted by MICCAI 2022

Automatic linear measurements of the fetal brain on MRI with deep neural networks

Netanell Avisdris, Bossmat Yehuda, Ori Ben-Zvi, Daphna Link-Sourani, Liat Ben-Sira, Elka Miller, Elena Zharkov, Dafna Ben Bashat, Leo Joskowicz

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

Comments 15 pages, 8 figures, presented in CARS 2020, submitted to IJCARS

Exploring Smoothness and Class-Separation for Semi-supervised Medical Image Segmentation

Yicheng Wu, Zhonghua Wu, Qianyi Wu, Zongyuan Ge, Jianfei Cai

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

Comments Accepted by MICCAI 2022

Automated triaging of head MRI examinations using convolutional neural networks

David A. Wood, Sina Kafiabadi, Ayisha Al Busaidi, Emily Guilhem, Antanas Montvila, Siddharth Agarwal, Jeremy Lynch, Matthew Townend, Gareth Barker, Sebastien Ourselin, James H. Cole, Thomas C. Booth

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

Comments Accepted as an oral presentation at Medical Imaging with Deep Learning (MIDL) 2021

Unsupervised Domain Adaptation Using Feature Disentanglement And GCNs For Medical Image Classification

Dwarikanath Mahapatra

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

SVoRT: Iterative Transformer for Slice-to-Volume Registration in Fetal Brain MRI

Junshen Xu, Daniel Moyer, P. Ellen Grant, Polina Golland, Juan Eugenio Iglesias, Elfar Adalsteinsson

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

Comments Accepted by MICCAI 2022

Seeking Common Ground While Reserving Differences: Multiple Anatomy Collaborative Framework for Undersampled MRI Reconstruction

Jiangpeng Yan, Chenghui Yu, Hanbo Chen, Zhe Xu, Junzhou Huang, Xiu Li, Jianhua Yao

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

Comments submitted to an IEEE journal

CRISP - Reliable Uncertainty Estimation for Medical Image Segmentation

Thierry Judge, Olivier Bernard, Mihaela Porumb, Agis Chartsias, Arian Beqiri, Pierre-Marc Jodoin

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

Comments 9 pages

How GNNs Facilitate CNNs in Mining Geometric Information from Large-Scale Medical Images

Yiqing Shen, Bingxin Zhou, Xinye Xiong, Ruitian Gao, Yu Guang Wang

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

Comments 21 pages

Attention-Enhanced Cross-Task Network for Analysing Multiple Attributes of Lung Nodules in CT

Xiaohang Fu, Lei Bi, Ashnil Kumar, Michael Fulham, Jinman Kim

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

Zero-Shot Domain Adaptation in CT Segmentation by Filtered Back Projection Augmentation

Talgat Saparov, Anvar Kurmukov, Boris Shirokikh, Mikhail Belyaev

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

Comments table fixed

Dual Decomposition of Convex Optimization Layers for Consistent Attention in Medical Images

Tom Ron, Michal Weiler-Sagie, Tamir Hazan

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

Comments 12 pages, 5 figures. In proceedings of the 39th International Conference on Machine Learning, Baltimore, Maryland, USA, PMLR 162, 2022. Copyright 2022 by the author(s)

Mutual- and Self- Prototype Alignment for Semi-supervised Medical Image Segmentation

Zhenxi Zhang, Chunna Tian, Zhicheng Jiao

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

Comments 11 pages, 3 figures