医学 AI

Radiology Report Generation with a Learned Knowledge Base and Multi-modal Alignment

Shuxin Yang, Xian Wu, Shen Ge, S. Kevin Zhou, Li Xiao

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

Learning brain MRI quality control: a multi-factorial generalization problem

Ghiles Reguig, Marie Chupin, Hugo Dary, Eric Bardinet, Stéphane Lehéricy, Romain Valabregue

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

Reading Race: AI Recognises Patient's Racial Identity In Medical Images

Imon Banerjee, Ananth Reddy Bhimireddy, John L. Burns, Leo Anthony Celi, Li-Ching Chen, Ramon Correa, Natalie Dullerud, Marzyeh Ghassemi, Shih-Cheng Huang, Po-Chih Kuo, Matthew P Lungren, Lyle Palmer, Brandon J Price, Saptarshi Purkayastha, Ayis Pyrros, Luke Oakden-Rayner, Chima Okechukwu, Laleh Seyyed-Kalantari, Hari Trivedi, Ryan Wang, Zachary Zaiman, Haoran Zhang, Judy W Gichoya

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

TransBTSV2: Towards Better and More Efficient Volumetric Segmentation of Medical Images

Jiangyun Li, Wenxuan Wang, Chen Chen, Tianxiang Zhang, Sen Zha, Jing Wang, Hong Yu

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

Nonconvex ${L_ {1/2}} $-Regularized Nonlocal Self-similarity Denoiser for Compressive Sensing based CT Reconstruction

Yunyi Li, Yiqiu Jiang, Hengmin Zhang, Jianxun Liu, Xiangling Ding, Guan Gui

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

Comments Preprint submitted to Journal of The Franklin Institute. Corresponding Author: yunyili@hnust.edu.cn, guiguan@njupt.edu.cn

Using Deep Learning-based Features Extracted from CT scans to Predict Outcomes in COVID-19 Patients

Sai Vidyaranya Nuthalapati, Marcela Vizcaychipi, Pallav Shah, Piotr Chudzik, Chee Hau Leow, Paria Yousefi, Ahmed Selim, Keiran Tait, Ben Irving

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

Robust Medical Image Classification from Noisy Labeled Data with Global and Local Representation Guided Co-training

Cheng Xue, Lequan Yu, Pengfei Chen, Qi Dou, Pheng-Ann Heng

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

Preservation of High Frequency Content for Deep Learning-Based Medical Image Classification

Declan McIntosh, Tunai Porto Marques, Alexandra Branzan Albu

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

Comments Published in 2021 18th Conference on Robots and Vision (CRV). 8 pages with referances

Journal ref 2021 18th Conference on Robots and Vision (CRV); (2021) 41-48

Invariant Content Synergistic Learning for Domain Generalization of Medical Image Segmentation

Yuxin Kang, Hansheng Li, Xuan Zhao, Dongqing Hu, Feihong Liu, Lei Cui, Jun Feng, Lin Yang

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

Comments 10 pages, 5 figures

Convolutional module for heart localization and segmentation in MRI

Daniel Lima, Catharine Graves, Marco Gutierrez, Bruno Brandoli, Jose Rodrigues-Jr

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

Comments Submitted to CMIG

Journal ref ICIAP 2022, Part I, LNCS 13231

Resource-efficient domain adaptive pre-training for medical images

Yasar Mehmood, Usama Ijaz Bajwa, Xianfang Sun

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

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}