医学 AI

Tuning-free multi-coil compressed sensing MRI with Parallel Variable Density Approximate Message Passing (P-VDAMP)

Charles Millard, Mark Chiew, Jared Tanner, Aaron T. Hess, Boris Mailhe

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

Comments 10 pages, 9 figures, submitted to IEEE TMI on 26th April 2022

Scan Specific Artifact Reduction in K-space (SPARK) Neural Networks Synergize with Physics-based Reconstruction to Accelerate MRI

Yamin Arefeen, Onur Beker, Jaejin Cho, Heng Yu, Elfar Adalsteinsson, Berkin Bilgic

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

Assessing the ability of generative adversarial networks to learn canonical medical image statistics

Varun A. Kelkar, Dimitrios S. Gotsis, Frank J. Brooks, Prabhat KC, Kyle J. Myers, Rongping Zeng, Mark A. Anastasio

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

Joint Progressive and Coarse-to-fine Registration of Brain MRI via Deformation Field Integration and Non-Rigid Feature Fusion

Jinxin Lv, Zhiwei Wang, Hongkuan Shi, Haobo Zhang, Sheng Wang, Yilang Wang, Qiang Li

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

Comments 15 pages. Accepted by IEEE Trans. on Medical Imaging

Simple black-box universal adversarial attacks on medical image classification based on deep neural networks

Kazuki Koga, Kazuhiro Takemoto

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

Comments 19 pages, 3 figures, 2 tables

Journal ref Algorithms 15(5), 144 (2022)

Development of an algorithm for medical image segmentation of bone tissue in interaction with metallic implants

Fernando García-Torres, Carmen Mínguez-Porter, Julia Tomás-Chenoll, Sofía Iranzo-Egea, Juan-Manuel Belda-Lois

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

Comments 3 pages, 2 figures, MIDL

MIPR:Automatic Annotation of Medical Images with Pixel Rearrangement

Pingping Dai, Haiming Zhu, Shuang Ge, Ruihan Zhang, Xiang Qian, Xi Li, Kehong Yuan

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

DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysis

Fatemeh Haghighi, Mohammad Reza Hosseinzadeh Taher, Michael B. Gotway, Jianming Liang

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

Comments Accepted at CVPR 2022 [main conference]

Self Supervised Lesion Recognition For Breast Ultrasound Diagnosis

Yuanfan Guo, Canqian Yang, Tiancheng Lin, Chunxiao Li, Rui Zhang, Yi Xu

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

Comments 4pages. Accepted by ISBI2022

Cramér-Rao bound-informed training of neural networks for quantitative MRI

Xiaoxia Zhang, Quentin Duchemin, Kangning Liu, Sebastian Flassbeck, Cem Gultekin, Carlos Fernandez-Granda, Jakob Assländer

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

Comments Xiaoxia Zhang, Quentin Duchemin, and Kangning Liu contributed equally to this work

Low-Dose CT Denoising via Sinogram Inner-Structure Transformer

Liutao Yang, Zhongnian Li, Rongjun Ge, Junyong Zhao, Haipeng Si, Daoqiang Zhang

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

B-spline Parameterized Joint Optimization of Reconstruction and K-space Trajectories (BJORK) for Accelerated 2D MRI

Guanhua Wang, Tianrui Luo, Jon-Fredrik Nielsen, Douglas C. Noll, Jeffrey A. Fessler

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

Comments 13 pages, 14 figures

Journal ref IEEE Trans. Med. Imag. (2022)

An Analysis on Ensemble Learning optimized Medical Image Classification with Deep Convolutional Neural Networks

Dominik Müller, Iñaki Soto-Rey, Frank Kramer

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

Comments Code: https://github.com/frankkramer-lab/ensmic ; Supplementary Material: https://doi.org/10.5281/zenodo.6457912

Unsupervised Anomaly Detection in 3D Brain MRI using Deep Learning with impured training data

Finn Behrendt, Marcel Bengs, Frederik Rogge, 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 for publication at the ISBI22 conference

Radiologist-level Performance by Using Deep Learning for Segmentation of Breast Cancers on MRI Scans

Lukas Hirsch, Yu Huang, Shaojun Luo, Carolina Rossi Saccarelli, Roberto Lo Gullo, Isaac Daimiel Naranjo, Almir G. V. Bitencourt, Natsuko Onishi, Eun Sook Ko, Doris Leithner, Daly Avendano, Sarah Eskreis-Winkler, Mary Hughes, Danny F. Martinez, Katja Pinker, Krishna Juluru, Amin E. El-Rowmeim, Pierre Elnajjar, Elizabeth A. Morris, Hernan A. Makse, Lucas C Parra, Elizabeth J. Sutton

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

On learning adaptive acquisition policies for undersampled multi-coil MRI reconstruction

Tim Bakker, Matthew Muckley, Adriana Romero-Soriano, Michal Drozdzal, Luis Pineda

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

Comments Accepted to MIDL 2022 as conference paper

Deep MRI Reconstruction with Radial Subsampling

George Yiasemis, Chaoping Zhang, Clara I. Sánchez, Jan-Jakob Sonke, Jonas Teuwen

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

Comments 9 pages, 7 figures, 1 table

Histogram of Oriented Gradients Meet Deep Learning: A Novel Multi-task Deep Network for Medical Image Semantic Segmentation

Binod Bhattarai, Ronast Subedi, Rebati Raman Gaire, Eduard Vazquez, Danail Stoyanov

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

Multi-Modal MRI Reconstruction Assisted with Spatial Alignment Network

Kai Xuan, Lei Xiang, Xiaoqian Huang, Lichi Zhang, Shu Liao, Dinggang Shen, Qian Wang

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

Comments Final version, IEEE Transactions on Medical Imaging, code available at \url{https://github.com/woxuankai/SpatialAlignmentNetwork}

Convolution-Free Medical Image Segmentation using Transformers

Davood Karimi, Serge Vasylechko, Ali Gholipour

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

Angular Super-Resolution in Diffusion MRI with a 3D Recurrent Convolutional Autoencoder

Matthew Lyon, Paul Armitage, Mauricio A. Álvarez

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

Comments Accepted to published in MIDL'22. Openreview link: https://openreview.net/forum?id=U6HJMtAgW-N

Recurrent Variational Network: A Deep Learning Inverse Problem Solver applied to the task of Accelerated MRI Reconstruction

George Yiasemis, Jan-Jakob Sonke, Clarisa Sánchez, Jonas Teuwen

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

Comments 18 pages, 10 figures, 3 tables, CVPR 22

Adaptation to CT Reconstruction Kernels by Enforcing Cross-domain Feature Maps Consistency

Stanislav Shimovolos, Andrey Shushko, Mikhail Belyaev, Boris Shirokikh

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

Diagnosis of COVID-19 Cases from Chest X-ray Images Using Deep Neural Network and LightGBM

Mobina Ezzoddin, Hamid Nasiri, Morteza Dorrigiv

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

Journal ref in 2022 International Conference on Machine Vision and Image Processing (MVIP), 2022, pp. 1-7

Transformer-empowered Multi-scale Contextual Matching and Aggregation for Multi-contrast MRI Super-resolution

Guangyuan Li, Jun Lv, Yapeng Tian, Qi Dou, Chengyan Wang, Chenliang Xu, Jing Qin

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

Comments CVPR 2022 accepted

HyperSegNAS: Bridging One-Shot Neural Architecture Search with 3D Medical Image Segmentation using HyperNet

Cheng Peng, Andriy Myronenko, Ali Hatamizadeh, Vish Nath, Md Mahfuzur Rahman Siddiquee, Yufan He, Daguang Xu, Rama Chellappa, Dong Yang

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

XraySyn: Realistic View Synthesis From a Single Radiograph Through CT Priors

Cheng Peng, Haofu Liao, Gina Wong, Jiebo Luo, Shaohua Kevin Zhou, Rama Chellappa

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

Comments Accepted to AAAI2021, https://github.com/cpeng93/XraySyn

Generative Mask Pyramid Network for CT/CBCT Metal Artifact Reduction with Joint Projection-Sinogram Correction

Haofu Liao, Wei-An Lin, Zhimin Huo, Levon Vogelsang, William J. Sehnert, S. Kevin Zhou, Jiebo Luo

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

Comments This paper is accepted to MICCAI 2019

Multi-layer Clustering-based Residual Sparsifying Transform for Low-dose CT Image Reconstruction

Xikai Yang, Zhishen Huang, Yong Long, Saiprasad Ravishankar

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

Comments 19 pages, 12 figures, submitted to the Medical Physics

Rethinking the optimization process for self-supervised model-driven MRI reconstruction

Weijian Huang, Cheng Li, Wenxin Fan, Yongjin Zhou, Qiegen Liu, Hairong Zheng, Shanshan Wang

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