医学 AI

eXplainable Artificial Intelligence on Medical Images: A Survey

Matteus Vargas Simão da Silva, Rodrigo Reis Arrais, Jhessica Victoria Santos da Silva, Felipe Souza Tânios, Mateus Antonio Chinelatto, Natalia Backhaus Pereira, Renata De Paris, Lucas Cesar Ferreira Domingos, Rodrigo Dória Villaça, Vitor Lopes Fabris, Nayara Rossi Brito da Silva, Ana Claudia Akemi Matsuki de Faria, Jose Victor Nogueira Alves da Silva, Fabiana Cristina Queiroz de Oliveira Marucci, Francisco Alves de Souza Neto, Danilo Xavier Silva, Vitor Yukio Kondo, Claudio Filipi Gonçalves dos Santos

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

Transformers for CT Reconstruction From Monoplanar and Biplanar Radiographs

Firas Khader, Gustav Müller-Franzes, Tianyu Han, Sven Nebelung, Christiane Kuhl, Johannes Stegmaier, Daniel Truhn

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

Meta-Learners for Few-Shot Weakly-Supervised Medical Image Segmentation

Hugo Oliveira, Pedro H. T. Gama, Isabelle Bloch, Roberto Marcondes Cesar

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

Comments Submitted to the Pattern Recognition journal

Computer-Vision Benchmark Segment-Anything Model (SAM) in Medical Images: Accuracy in 12 Datasets

Sheng He, Rina Bao, Jingpeng Li, Jeffrey Stout, Atle Bjornerud, P. Ellen Grant, Yangming Ou

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

Comments Technical Report

Multistep Automated Data Labelling Procedure (MADLaP) for Thyroid Nodules on Ultrasound: An Artificial Intelligence Approach for Automating Image Annotation

Jikai Zhang, Maciej M. Mazurowski, Brian C. Allen, Benjamin Wildman-Torbiner

专题命中 医学影像 ：pathology(abstract)；diagnosis(abstract)；radiology(abstract)；分类 cs.CV、cs.LG、q-bio

Self-supervised arbitrary scale super-resolution framework for anisotropic MRI

Haonan Zhang, Yuhan Zhang, Qing Wu, Jiangjie Wu, Zhiming Zhen, Feng Shi, Jianmin Yuan, Hongjiang Wei, Chen Liu, Yuyao Zhang

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

Comments 10 pages, 5 figures

DRIMET: Deep Registration for 3D Incompressible Motion Estimation in Tagged-MRI with Application to the Tongue

Zhangxing Bian, Fangxu Xing, Jinglun Yu, Muhan Shao, Yihao Liu, Aaron Carass, Jiachen Zhuo, Jonghye Woo, Jerry L. Prince

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

Comments Accepted to MIDL 2023 (oral)

DD-CISENet: Dual-Domain Cross-Iteration Squeeze and Excitation Network for Accelerated MRI Reconstruction

Xiongchao Chen, Zhigang Peng, Gerardo Hermosillo Valadez

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

Comments Accepted at MIDL 2023

STM-UNet: An Efficient U-shaped Architecture Based on Swin Transformer and Multi-scale MLP for Medical Image Segmentation

Lei Shi, Tianyu Gao, Zheng Zhang, Junxing Zhang

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

Comments 6 pages,5 figures,2 tables

The Segment Anything foundation model achieves favorable brain tumor autosegmentation accuracy on MRI to support radiotherapy treatment planning

Florian Putz, Johanna Grigo, Thomas Weissmann, Philipp Schubert, Daniel Hoefler, Ahmed Gomaa, Hassen Ben Tkhayat, Amr Hagag, Sebastian Lettmaier, Benjamin Frey, Udo S. Gaipl, Luitpold V. Distel, Sabine Semrau, Christoph Bert, Rainer Fietkau, Yixing Huang

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

Comments 13 pages, 5 figures

$E(3) \times SO(3)$-Equivariant Networks for Spherical Deconvolution in Diffusion MRI

Axel Elaldi, Guido Gerig, Neel Dey

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

Comments Accepted to Medical Imaging with Deep Learning (MIDL) 2023. Code available at https://github.com/AxelElaldi/e3so3_conv . 19 pages with 6 figures

UniverSeg: Universal Medical Image Segmentation

Victor Ion Butoi, Jose Javier Gonzalez Ortiz, Tianyu Ma, Mert R. Sabuncu, John Guttag, Adrian V. Dalca

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

Comments Victor and Jose Javier contributed equally to this work. Project Website: https://universeg.csail.mit.edu

Unifying and Personalizing Weakly-supervised Federated Medical Image Segmentation via Adaptive Representation and Aggregation

Li Lin, Jiewei Wu, Yixiang Liu, Kenneth K. Y. Wong, Xiaoying Tang

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

Comments 13 pages, 7 figures

A comparative study between paired and unpaired Image Quality Assessment in Low-Dose CT Denoising

Francesco Di Feola, Lorenzo Tronchin, Paolo Soda

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

Zero-shot CT Field-of-view Completion with Unconditional Generative Diffusion Prior

Kaiwen Xu, Aravind R. Krishnan, Thomas Z. Li, Yuankai Huo, Kim L. Sandler, Fabien Maldonado, Bennett A. Landman

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

Comments Submitted to MIDL 2023, short paper track

Localized Region Contrast for Enhancing Self-Supervised Learning in Medical Image Segmentation

Xiangyi Yan, Junayed Naushad, Chenyu You, Hao Tang, Shanlin Sun, Kun Han, Haoyu Ma, James Duncan, Xiaohui Xie

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

GA-HQS: MRI reconstruction via a generically accelerated unfolding approach

Jiawei Jiang, Yuchao Feng, Honghui Xu, Wanjun Chen, Jianwei Zheng

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

Domain Generalization with Adversarial Intensity Attack for Medical Image Segmentation

Zheyuan Zhang, Bin Wang, Lanhong Yao, Ugur Demir, Debesh Jha, Ismail Baris Turkbey, Boqing Gong, Ulas Bagci

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

Comments Code is available upon publication

Analysis of Explainable Artificial Intelligence Methods on Medical Image Classification

Vinay Jogani, Joy Purohit, Ishaan Shivhare, Seema C Shrawne

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

Comments 5 pages, 7 figures, 2 tables, 2023 Third International Conference on Advances in Electrical, Computing, Communications and Sustainable Technologies ICAECT 2023 scheduled to be held at Shri Shankaracharya Technical Campus SSTC, Bhilai, Chhattisgarh, India during 05 06, January 2022

Journal ref 2023 Third International Conference on Advances in Electrical, Computing, Communications and Sustainable Technologies (ICAECT 2023

MedKLIP: Medical Knowledge Enhanced Language-Image Pre-Training in Radiology

Chaoyi Wu, Xiaoman Zhang, Ya Zhang, Yanfeng Wang, Weidi Xie

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

Directional Connectivity-based Segmentation of Medical Images

Ziyun Yang, Sina Farsiu

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

Comments Accepted by CVPR 2023

Robust machine learning segmentation for large-scale analysis of heterogeneous clinical brain MRI datasets

Benjamin Billot, Colin Magdamo, You Cheng, Steven E. Arnold, Sudeshna Das, Juan. E. Iglesias

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

Comments under review, extension of MICCAI 2022 paper

CTformer: Convolution-free Token2Token Dilated Vision Transformer for Low-dose CT Denoising

Dayang Wang, Fenglei Fan, Zhan Wu, Rui Liu, Fei Wang, Hengyong Yu

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

Comments 11 pages, 14 figures

CoLa-Diff: Conditional Latent Diffusion Model for Multi-Modal MRI Synthesis

Lan Jiang, Ye Mao, Xi Chen, Xiangfeng Wang, Chao Li

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

Comments 8 pages

Increasing Textual Context Size Boosts Medical Image-Text Matching

Idan Glassberg, Tom Hope

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

GPT4MIA: Utilizing Generative Pre-trained Transformer (GPT-3) as A Plug-and-Play Transductive Model for Medical Image Analysis

Yizhe Zhang, Danny Z. Chen

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

Comments Version 3: Added appendix with more results and visualizations. Questions and suggestions are welcome

Spatial Attention-based Implicit Neural Representation for Arbitrary Reduction of MRI Slice Spacing

Xin Wang, Sheng Wang, Honglin Xiong, Kai Xuan, Zixu Zhuang, Mengjun Liu, Zhenrong Shen, Xiangyu Zhao, Lichi Zhang, Qian Wang

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

Fast 3D Volumetric Image Reconstruction from 2D MRI Slices by Parallel Processing

Somoballi Ghoshal, Shremoyee Goswami, Amlan Chakrabarti, Susmita Sur-Kolay

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

Comments 19 pages, figure 14

Knowledge Distillation for Adaptive MRI Prostate Segmentation Based on Limit-Trained Multi-Teacher Models

Eddardaa Ben Loussaief, Hatem Rashwan, Mohammed Ayad, Mohammed Zakaria Hassan, Domenec Puig

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

2D and 3D CNN-Based Fusion Approach for COVID-19 Severity Prediction from 3D CT-Scans

Fares Bougourzi, Fadi Dornaika, Amir Nakib, Cosimo Distante, Abdelmalik Taleb-Ahmed

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

Comments arXiv admin note: substantial text overlap with arXiv:2206.15431