医学 AI

Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation

Hu Cao, Yueyue Wang, Joy Chen, Dongsheng Jiang, Xiaopeng Zhang, Qi Tian, Manning Wang

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

Comments a drafted manuscript

Semi-Supervised Learning of Mutually Accelerated MRI Synthesis without Fully-Sampled Ground Truths

Mahmut Yurt, Salman Ul Hassan Dar, Muzaffer Özbey, Berk Tınaz, Kader Karlı Oğuz, Tolga Çukur

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

COVID-Net CT-S: 3D Convolutional Neural Network Architectures for COVID-19 Severity Assessment using Chest CT Images

Hossein Aboutalebi, Saad Abbasi, Mohammad Javad Shafiee, Alexander Wong

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

Glioblastoma Multiforme Prognosis: MRI Missing Modality Generation, Segmentation and Radiogenomic Survival Prediction

Mobarakol Islam, Navodini Wijethilake, Hongliang Ren

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

Comments Accepted for a journal

pymia: A Python package for data handling and evaluation in deep learning-based medical image analysis

Alain Jungo, Olivier Scheidegger, Mauricio Reyes, Fabian Balsiger

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

Comments first and last author contributed equally

Journal ref Computer Methods and Programs in Biomedicine (2021), 198, 105796

Provably Convergent Learned Inexact Descent Algorithm for Low-Dose CT Reconstruction

Qingchao Zhang, Mehrdad Alvandipour, Wenjun Xia, Yi Zhang, Xiaojing Ye, Yunmei Chen

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

Adversarial Robust Training of Deep Learning MRI Reconstruction Models

Francesco Calivá, Kaiyang Cheng, Rutwik Shah, Valentina Pedoia

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

Comments 32 pages, 9 figures, 6 tables, accepted at MELBA (MIDL 2020 special issue)

Longitudinal diffusion MRI analysis using Segis-Net: a single-step deep-learning framework for simultaneous segmentation and registration

Bo Li, Wiro J. Niessen, Stefan Klein, Marius de Groot, M. Arfan Ikram, Meike W. Vernooij, Esther E. Bron

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

Comments To appear in NeuroImage

Multi-Class Micro-CT Image Segmentation Using Sparse Regularized Deep Networks

Amirsaeed Yazdani, Yung-Chen Sun, Nicholas B. Stephens, Timothy Ryan, Vishal Monga

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

Comments 5 pages, 6 figures, accepted in 2020 54th Asilomar Conference on Signals, Systems, and Computers

Latent Correlation Representation Learning for Brain Tumor Segmentation with Missing MRI Modalities

Tongxue Zhou, Stéphane Canu, Pierre Vera, Su Ruan

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

Comments 12 pages, 10 figures, accepted by IEEE Transactions on Image Processing (8 April 2021). arXiv admin note: text overlap with arXiv:2003.08870, arXiv:2102.03111

Journal ref IEEE Transactions on Image Processing On page(s): 4263-4274 Print ISSN: 1057-7149 Online ISSN: 1941-0042

Pose-dependent weights and Domain Randomization for fully automatic X-ray to CT Registration

Matthias Grimm, Javier Esteban, Mathias Unberath, Nassir Navab

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

ViT-V-Net: Vision Transformer for Unsupervised Volumetric Medical Image Registration

Junyu Chen, Yufan He, Eric C. Frey, Ye Li, Yong Du

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

Adaptive Gradient Balancing for Undersampled MRI Reconstruction and Image-to-Image Translation

Itzik Malkiel, Sangtae Ahn, Valentina Taviani, Anne Menini, Lior Wolf, Christopher J. Hardy

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

Comments arXiv admin note: substantial text overlap with arXiv:1905.00985

A Learning Strategy for Contrast-agnostic MRI Segmentation

Benjamin Billot, Douglas Greve, Koen Van Leemput, Bruce Fischl, Juan Eugenio Iglesias, Adrian V. Dalca

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

Comments 19 pages, 5 figures

Journal ref Proceedings of the Third Conference on Medical Imaging with Deep Learning (2020), vol.121, pp. 75-93

FocusNet++: Attentive Aggregated Transformations for Efficient and Accurate Medical Image Segmentation

Chaitanya Kaul, Nick Pears, Hang Dai, Roderick Murray-Smith, Suresh Manandhar

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

Comments Published at ISBI 2021

Self-Supervised Learning based CT Denoising using Pseudo-CT Image Pairs

Dongkyu Won, Euijin Jung, Sion An, Philip Chikontwe, Sang Hyun Park

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

Deep Simultaneous Optimisation of Sampling and Reconstruction for Multi-contrast MRI

Xinwen Liu, Jing Wang, Fangfang Tang, Shekhar S. Chandra, Feng Liu, Stuart Crozier

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

Comments Presented at ISMRM 28th Annual Meeting & Exhibition (Poster #3619)

CNN-based Cardiac Motion Extraction to Generate Deformable Geometric Left Ventricle Myocardial Models from Cine MRI

Roshan Reddy Upendra, Brian Jamison Wentz, Richard Simon, Suzanne M. Shontz, Cristian A. Linte

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

Sparse-View Spectral CT Reconstruction Using Deep Learning

Wail Mustafa, Christian Kehl, Ulrik Lund Olsen, Søren Kimmer Schou Gregersen, David Malmgren-Hansen, Jan Kehres, Anders Bjorholm Dahl

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

Comments 13 pages, 9 figures, submitted to The IEEE Transactions on Computational Imaging

MedSelect: Selective Labeling for Medical Image Classification Combining Meta-Learning with Deep Reinforcement Learning

Akshay Smit, Damir Vrabac, Yujie He, Andrew Y. Ng, Andrew L. Beam, Pranav Rajpurkar

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

Esophageal Tumor Segmentation in CT Images using Dilated Dense Attention Unet (DDAUnet)

Sahar Yousefi, Hessam Sokooti, Mohamed S. Elmahdy, Irene M. Lips, Mohammad T. Manzuri Shalmani, Roel T. Zinkstok, Frank J. W. M. Dankers, Marius Staring

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

Iterative Reconstruction for Low-Dose CT using Deep Gradient Priors of Generative Model

Zhuonan He, Yikun Zhang, Yu Guan, Shanzhou Niu, Yi Zhang, Yang Chen, Qiegen Liu

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

A Few-Shot Learning Approach for Accelerated MRI via Fusion of Data-Driven and Subject-Driven Priors

Salman Ul Hassan Dar, Mahmut Yurt, Tolga Çukur

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

Comments Accepted for presentation at the 29th Annual Meeting of the International Society of Magnetic Resonance in Medicine (ISMRM)

Fine-grained MRI Reconstruction using Attentive Selection Generative Adversarial Networks

Jingshuai Liu, Mehrdad Yaghoobi

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

Comments 5 pages, 2 figures, 1 table, 22 references

Liver Fibrosis and NAS scoring from CT images using self-supervised learning and texture encoding

Ananya Jana, Hui Qu, Carlos D. Minacapelli, Carolyn Catalano, Vinod Rustgi, Dimitris Metaxas

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

Comments 5 pages, 2 figures, accepted at ISBI 2021, code at this URL: https://github.com/ananyajana/fibrosis_code

U-DuDoNet: Unpaired dual-domain network for CT metal artifact reduction

Yuanyuan Lyu, Jiajun Fu, Cheng Peng, S. Kevin Zhou

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

Comments 11 pages, 4 figures

Interpolation of CT Projections by Exploiting Their Self-Similarity and Smoothness

Davood Karimi, Rabab K. Ward

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

3D-QCNet -- A Pipeline for Automated Artifact Detection in Diffusion MRI images

Adnan Ahmad, Drew Parker, Zahra Riahi Samani, Ragini Verma

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

Universal Undersampled MRI Reconstruction

Xinwen Liu, Jing Wang, Feng Liu, S. Kevin Zhou

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

Memory-efficient Learning for High-Dimensional MRI Reconstruction

Ke Wang, Michael Kellman, Christopher M. Sandino, Kevin Zhang, Shreyas S. Vasanawala, Jonathan I. Tamir, Stella X. Yu, Michael Lustig

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

Comments 14 pages, 8 figures