医学 AI

Multi-rater Prism: Learning self-calibrated medical image segmentation from multiple raters

Junde Wu, Huihui Fang, Yehui Yang, Yuanpei Liu, Jing Gao, Lixin Duan, Weihua Yang, Yanwu Xu

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

Generalisable 3D Fabric Architecture for Streamlined Universal Multi-Dataset Medical Image Segmentation

Siyu Liu, Wei Dai, Craig Engstrom, Jurgen Fripp, Stuart Crozier, Jason A. Dowling, Shekhar S. Chandra

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

Content-Based Medical Image Retrieval with Opponent Class Adaptive Margin Loss

Şaban Öztürk, Emin Celik, Tolga Cukur

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

Comments 10 pages, 6 figures

Synthetic Low-Field MRI Super-Resolution Via Nested U-Net Architecture

Aryan Kalluvila, Neha Koonjoo, Danyal Bhutto, Marcio Rockenbach, Matthew S. Rosen

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

Generative Modeling in Sinogram Domain for Sparse-view CT Reconstruction

Bing Guan, Cailian Yang, Liu Zhang, Shanzhou Niu, Minghui Zhang, Yuhao Wang, Weiwen Wu, Qiegen Liu

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

Comments 11 pages, 12 figures

Improving anatomical plausibility in medical image segmentation via hybrid graph neural networks: applications to chest x-ray analysis

Nicolás Gaggion, Lucas Mansilla, Candelaria Mosquera, Diego H. Milone, Enzo Ferrante

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

Comments Source code at https://github.com/ngaggion/HybridGNet Accepted for publication at IEEE TMI

Orientation recognition and correction of Cardiac MRI with deep neural network

Jiyao Liu

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

Comments arXiv admin note: text overlap with arXiv:2011.08761 by other authors

Coarse-Super-Resolution-Fine Network (CoSF-Net): A Unified End-to-End Neural Network for 4D-MRI with Simultaneous Motion Estimation and Super-Resolution

Shaohua Zhi, Yinghui Wang, Haonan Xiao, Ti Bai, Hong Ge, Bing Li, Chenyang Liu, Wen Li, Tian Li, Jing Cai

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

Convolutional neural networks for medical image segmentation

Jeroen Bertels, David Robben, Robin Lemmens, Dirk Vandermeulen

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

Comments 10 pages, 6 figures, part of PhD thesis KU Leuven 2022 "Understanding Final Infarct Prediction in Acute Ischemic Stroke Using Convolutional Neural Networks"

Parameter-Efficient Transformer with Hybrid Axial-Attention for Medical Image Segmentation

Yiyue Hu, Lei Zhang, Nan Mu, Lei Liu

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

Cyclic Generative Adversarial Networks With Congruent Image-Report Generation For Explainable Medical Image Analysis

Dwarikanath Mahapatra

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

Comments arXiv admin note: text overlap with arXiv:2206.13123, arXiv:2111.07646

WSC-Trans: A 3D network model for automatic multi-structural segmentation of temporal bone CT

Xin Hua, Zhijiang Du, Hongjian Yu, Jixin Ma, Fanjun Zheng, Cheng Zhang, Qiaohui Lu, Hui Zhao

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

Comments 10 pages,7 figures

Robust Image Registration with Absent Correspondences in Pre-operative and Follow-up Brain MRI Scans of Diffuse Glioma Patients

Tony C. W. Mok, Albert C. S. Chung

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

Comments BraTS-Reg workshop

Multitask Learning for Improved Late Mechanical Activation Detection of Heart from Cine DENSE MRI

Jiarui Xing, Shuo Wang, Kenneth C. Bilchick, Frederick H. Epstein, Amit R. Patel, Miaomiao Zhang

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

Dual Multi-scale Mean Teacher Network for Semi-supervised Infection Segmentation in Chest CT Volume for COVID-19

Liansheng Wang, Jiacheng Wang, Lei Zhu, Huazhu Fu, Ping Li, Gary Cheng, Zhipeng Feng, Shuo Li, Pheng-Ann Heng

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

Comments Codes are available at https://github.com/jcwang123/DM2TNet; Accepted by Transactions on Cybernetics

K-Space Transformer for Undersampled MRI Reconstruction

Ziheng Zhao, Tianjiao Zhang, Weidi Xie, Yanfeng Wang, Ya Zhang

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

Automated MRI Field of View Prescription from Region of Interest Prediction by Intra-stack Attention Neural Network

Ke Lei, Ali B. Syed, Xucheng Zhu, John M. Pauly, Shreyas S. Vasanawala

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

Joint Rigid Motion Correction and Sparse-View CT via Self-Calibrating Neural Field

Qing Wu, Xin Li, Hongjiang Wei, Jingyi Yu, Yuyao Zhang

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

Comments 5 pages

Active CT Reconstruction with a Learned Sampling Policy

Ce Wang, Kun Shang, Haimiao Zhang, Shang Zhao, Dong Liang, S. Kevin Zhou

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

Style Augmentation improves Medical Image Segmentation

Kevin Ginsburger

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

Exploring Structure-Wise Uncertainty for 3D Medical Image Segmentation

Anton Vasiliuk, Daria Frolova, Mikhail Belyaev, Boris Shirokikh

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

FastSurferVINN: Building Resolution-Independence into Deep Learning Segmentation Methods -- A Solution for HighRes Brain MRI

Leonie Henschel, David Kügler, Martin Reuter

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

Comments accepted at NeuroImage

A Stronger Baseline For Automatic Pfirrmann Grading Of Lumbar Spine MRI Using Deep Learning

Narasimharao Kowlagi, Huy Hoang Nguyen, Terence McSweeney, Simo Saarakkala, Juhani määttä, Jaro Karppinen, Aleksei Tiulpin

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

Comments 5 pages, under review

Motion correction in MRI using deep learning and a novel hybrid loss function

Lei Zhang, Xiaoke Wang, Michael Rawson, Radu Balan, Edward H. Herskovits, Elias Melhem, Linda Chang, Ze Wang, Thomas Ernst

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

MEW-UNet: Multi-axis representation learning in frequency domain for medical image segmentation

Jiacheng Ruan, Mingye Xie, Suncheng Xiang, Ting Liu, Yuzhuo Fu

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

Comments 5 pages, 3 figures, 4 tables

GradMix for nuclei segmentation and classification in imbalanced pathology image datasets

Tan Nhu Nhat Doan, Kyungeun Kim, Boram Song, Jin Tae Kwak

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

Comments submitted to MICCAI2022

Task-Based Assessment for Neural Networks: Evaluating Undersampled MRI Reconstructions based on Human Observer Signal Detection

Joshua D. Herman, Rachel E. Roca, Alexandra G. O'Neill, Marcus L. Wong, Sajan G. Lingala, Angel R. Pineda

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

Trainable Joint Bilateral Filters for Enhanced Prediction Stability in Low-dose CT

Fabian Wagner, Mareike Thies, Felix Denzinger, Mingxuan Gu, Mayank Patwari, Stefan Ploner, Noah Maul, Laura Pfaff, Yixing Huang, Andreas Maier

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

Journal ref Sci.Rep. 12 (2022) 17540

ACT-Net: Asymmetric Co-Teacher Network for Semi-supervised Memory-efficient Medical Image Segmentation

Ziyuan Zhao, Andong Zhu, Zeng Zeng, Bharadwaj Veeravalli, Cuntai Guan

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

Journal ref 2022 IEEE International Conference on Image Processing (ICIP)

Wide Range MRI Artifact Removal with Transformers

Lennart Alexander Van der Goten, Kevin Smith

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

Comments BMVC22