医学 AI

SOUP-GAN: Super-Resolution MRI Using Generative Adversarial Networks

Kuan Zhang, Haoji Hu, Kenneth Philbrick, Gian Marco Conte, Joseph D. Sobek, Pouria Rouzrokh, Bradley J. Erickson

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

Comments 10 pages, 11 figures

Tips and Tricks to Improve CNN-based Chest X-ray Diagnosis: A Survey

Changhee Han, Takayuki Okamoto, Koichi Takeuchi, Dimitris Katsios, Andrey Grushnikov, Masaaki Kobayashi, Antoine Choppin, Yutaka Kurashina, Yuki Shimahara

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

Comments 7 pages, 2 figures, to be published in Japanese Journal of Medical Imaging and Information Sciences

AAPM DL-Sparse-View CT Challenge Submission Report: Designing an Iterative Network for Fanbeam-CT with Unknown Geometry

Martin Genzel, Jan Macdonald, Maximilian März

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

Comments This is a technical report of a method participating in a not yet finished challenge. Therefore, it does not contain any final results. In particular, the reported reconstruction errors are only with respect to our own validation split of the provided training data. Once the official challenge report is released, these values will be updated with the results from the actual test set

Evolving Deep Convolutional Neural Network by Hybrid Sine-Cosine and Extreme Learning Machine for Real-time COVID19 Diagnosis from X-Ray Images

Wu Chao, Mohammad Khishe, Mokhtar Mohammadi, Sarkhel H. Taher Karim, Tarik A. Rashid

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

Comments 28 pages, Soft Computing, 2021

ViPTT-Net: Video pretraining of spatio-temporal model for tuberculosis type classification from chest CT scans

Hasib Zunair, Aimon Rahman, Nabeel Mohammed

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

Comments Under review at CLEF 2021. 10 pages

Adversarial Attack Driven Data Augmentation for Accurate And Robust Medical Image Segmentation

Mst. Tasnim Pervin, Linmi Tao, Aminul Huq, Zuoxiang He, Li Huo

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

DPN-SENet:A self-attention mechanism neural network for detection and diagnosis of COVID-19 from chest x-ray images

Bo Cheng, Ruhui Xue, Hang Yang, Laili Zhu, Wei Xiang

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

Comments 11 pages, 7 figures

TarGAN: Target-Aware Generative Adversarial Networks for Multi-modality Medical Image Translation

Junxiao Chen, Jia Wei, Rui Li

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

Comments 10 pages, 3 figures. It has been provisionally accepted for MICCAI 2021

Accelerating 3D MULTIPLEX MRI Reconstruction with Deep Learning

Eric Z. Chen, Yongquan Ye, Xiao Chen, Jingyuan Lyu, Zhongqi Zhang, Yichen Hu, Terrence Chen, Jian Xu, Shanhui Sun

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

Comments Presented at ISMRM 2021 as the digital poster

Joint multi-field T$_1$ quantification for fast field-cycling MRI

Markus Bödenler, Oliver Maier, Rudolf Stollberger, Lionel M. Broche, P. James Ross, Mary-Joan MacLeod, Hermann Scharfetter

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

Comments 25 pages + 9 supporting information, 8 figures and 2 tables in main text, 5 supporting figures; accepted in MRM; Markus Bödenler and Oliver Maier are equally contributing first authors

Uncertainty-Based Biological Age Estimation of Brain MRI Scans

Karim Armanious, Sherif Abdulatif, Wenbin Shi, Tobias Hepp, Sergios Gatidis, Bin Yang

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

Comments Accepted in ICASSP 2021. 5 pages, 4 figures. arXiv admin note: substantial text overlap with arXiv:2009.10765

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