医学 AI - arXivDaily 专题

2405.05564 2024-05-10 eess.IV cs.CV cs.LG 82%

Joint Edge Optimization Deep Unfolding Network for Accelerated MRI Reconstruction

Yue Cai, Yu Luo, Jie Ling, Shun Yao

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

2405.03147 2024-05-07 physics.med-ph 82%

Data Format Standardization and DICOM Integration for Hyperpolarized 13C MRI

Ernesto Diaz, Renuka Sriram, Jeremy W. Gordon, Avantika Sinha, Xiaoxi Liu, Sule Sahin, Jason Crane, Marram P Olson, Hsin-Yu Chen, Jenna Bernard, Daniel B. Vigneron, Zhen Jane Wang, Duan Xu, Peder E. Z. Larson

专题命中医学影像：MRI(title,abstract)；medical image(abstract)

2403.17701 2024-05-06 eess.IV cs.CV cs.LG 82%

Rotate to Scan: UNet-like Mamba with Triplet SSM Module for Medical Image Segmentation

Hao Tang, Lianglun Cheng, Guoheng Huang, Zhengguang Tan, Junhao Lu, Kaihong Wu

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

Comments Experimental method encountered errors, undergoing experiment again

2312.05176 2024-05-06 eess.IV cs.CV cs.LG 82%

MRI Scan Synthesis Methods based on Clustering and Pix2Pix

Giulia Baldini, Melanie Schmidt, Charlotte Zäske, Liliana L. Caldeira

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

Comments Accepted at AIME 2024

2404.13704 2024-04-23 eess.IV cs.CV cs.LG 82%

PEMMA: Parameter-Efficient Multi-Modal Adaptation for Medical Image Segmentation

Nada Saadi, Numan Saeed, Mohammad Yaqub, Karthik Nandakumar

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

2404.13103 2024-04-23 eess.IV cs.CV cs.LG 82%

ToNNO: Tomographic Reconstruction of a Neural Network's Output for Weakly Supervised Segmentation of 3D Medical Images

Marius Schmidt-Mengin, Alexis Benichoux, Shibeshih Belachew, Nikos Komodakis, Nikos Paragios

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

Comments Accepted at CVPR 2024

2404.12958 2024-04-22 eess.IV cs.CV cs.LG 82%

Improving Pediatric Pneumonia Diagnosis with Adult Chest X-ray Images Utilizing Contrastive Learning and Embedding Similarity

Mohammad Zunaed, Anwarul Hasan, Taufiq Hasan

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

Comments Accepted to International Conference of IEEE Engineering in Medicine and Biology Society (EMBC), 2024

2404.09683 2024-04-19 eess.IV cs.CV cs.LG 82%

Post-Training Network Compression for 3D Medical Image Segmentation: Reducing Computational Efforts via Tucker Decomposition

Tobias Weber, Jakob Dexl, David Rügamer, Michael Ingrisch

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

2404.01464 2024-04-03 eess.IV cs.AI cs.CV cs.LG 82%

Data-Efficient Unsupervised Interpolation Without Any Intermediate Frame for 4D Medical Images

JungEun Kim, Hangyul Yoon, Geondo Park, Kyungsu Kim, Eunho Yang

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

Comments CVPR 2024

1910.07655 2024-04-02 cs.CV cs.LG eess.IV 82%

Deep Semantic Segmentation of Natural and Medical Images: A Review

Saeid Asgari Taghanaki, Kumar Abhishek, Joseph Paul Cohen, Julien Cohen-Adad, Ghassan Hamarneh

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

Comments 45 pages, 16 figures. Accepted for publication in Springer Artificial Intelligence Review

2305.08396 2024-04-01 eess.IV cs.CV cs.LG 82%

MaxViT-UNet: Multi-Axis Attention for Medical Image Segmentation

Abdul Rehman Khan, Asifullah Khan

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

Comments 19 pages, 6 figures, 5 tables

2403.16594 2024-03-26 eess.IV cs.CV cs.LG 82%

EDUE: Expert Disagreement-Guided One-Pass Uncertainty Estimation for Medical Image Segmentation

Kudaibergen Abutalip, Numan Saeed, Ikboljon Sobirov, Vincent Andrearczyk, Adrien Depeursinge, Mohammad Yaqub

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

2403.14440 2024-03-25 eess.IV cs.AI cs.CV cs.LG 82%

Analysing Diffusion Segmentation for Medical Images

Mathias Öttl, Siyuan Mei, Frauke Wilm, Jana Steenpass, Matthias Rübner, Arndt Hartmann, Matthias Beckmann, Peter Fasching, Andreas Maier, Ramona Erber, Katharina Breininger

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

2403.09725 2024-03-18 cs.CL cs.AI 82%

RAD-PHI2: Instruction Tuning PHI-2 for Radiology

Mercy Ranjit, Gopinath Ganapathy, Shaury Srivastav, Tanuja Ganu, Srujana Oruganti

专题命中医学影像：radiology(title,abstract)；diagnosis(abstract)

2307.16386 2024-03-13 physics.med-ph 82%

Mapping tissue microstructure of brain white matter in vivo in health and disease using diffusion MRI

Ying Liao, Santiago Coelho, Jenny Chen, Benjamin Ades-Aron, Michelle Pang, Ricardo Osorio, Timothy Shepherd, Yvonne W. Lui, Dmitry S. Novikov, Els Fieremans

专题命中医学影像：MRI(title,abstract)；pathology(abstract)

Comments 4 figures, 5 supplementary figures, 1 supplementary table

Journal ref Imaging Neuroscience, 2, 1-17, 2024

2403.06798 2024-03-12 eess.IV cs.CV cs.LG 82%

Dynamic Perturbation-Adaptive Adversarial Training on Medical Image Classification

Shuai Li, Xiaoguang Ma, Shancheng Jiang, Lu Meng

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

Comments 9 pages, 4 figures, 2 tables

2403.06066 2024-03-12 eess.IV cs.CV cs.LG 82%

CausalCellSegmenter: Causal Inference inspired Diversified Aggregation Convolution for Pathology Image Segmentation

Dawei Fan, Yifan Gao, Jiaming Yu, Yanping Chen, Wencheng Li, Chuancong Lin, Kaibin Li, Changcai Yang, Riqing Chen, Lifang Wei

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

Comments 10 pages, 5 figures, 2 tables, MICCAI

2403.05256 2024-03-11 eess.IV cs.CV cs.LG 82%

DuDoUniNeXt: Dual-domain unified hybrid model for single and multi-contrast undersampled MRI reconstruction

Ziqi Gao, Yue Zhang, Xinwen Liu, Kaiyan Li, S. Kevin Zhou

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

Comments 11 pages, 4 figures, 2 tables

2403.00771 2024-03-05 eess.IV cs.CV cs.LG physics.med-ph 82%

XProspeCT: CT Volume Generation from Paired X-Rays

Benjamin Paulson, Joshua Goldshteyn, Sydney Balboni, John Cisler, Andrew Crisler, Natalia Bukowski, Julia Kalish, Theodore Colwell

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

Comments Originally submitted as part of the MICS 2023 Undergraduate Paper Competition

2312.03102 2024-02-29 eess.IV cs.CV cs.LG 82%

Fully Convolutional Slice-to-Volume Reconstruction for Single-Stack MRI

Sean I. Young, Yaël Balbastre, Bruce Fischl, Polina Golland, Juan Eugenio Iglesias

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

Comments Accepted to CVPR 2024

2310.05572 2024-02-28 eess.IV cs.CV cs.LG 82%

A Simple and Robust Framework for Cross-Modality Medical Image Segmentation applied to Vision Transformers

Matteo Bastico, David Ryckelynck, Laurent Corté, Yannick Tillier, Etienne Decencière

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

Comments This paper has been accepted in International Conference on Computer Vision Workshops (ICCVW) 2023

Journal ref 2023 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW), Paris, France, 2023, pp. 4130-4140

2402.16734 2024-02-27 eess.IV cs.CV cs.LG 82%

Investigating the Robustness of Vision Transformers against Label Noise in Medical Image Classification

Bidur Khanal, Prashant Shrestha, Sanskar Amgain, Bishesh Khanal, Binod Bhattarai, Cristian A. Linte

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

2312.00381 2024-02-27 physics.med-ph 82%

Lung Imaging with UTE MRI

Peder E. Z. Larson

专题命中医学影像：MRI(title,abstract)；CT(abstract)

2402.13776 2024-02-22 eess.IV cs.CV cs.LG 82%

Cas-DiffCom: Cascaded diffusion model for infant longitudinal super-resolution 3D medical image completion

Lianghu Guo, Tianli Tao, Xinyi Cai, Zihao Zhu, Jiawei Huang, Lixuan Zhu, Zhuoyang Gu, Haifeng Tang, Rui Zhou, Siyan Han, Yan Liang, Qing Yang, Dinggang Shen, Han Zhang

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

2402.11274 2024-02-20 eess.IV cs.CV cs.LG 82%

TC-DiffRecon: Texture coordination MRI reconstruction method based on diffusion model and modified MF-UNet method

Chenyan Zhang, Yifei Chen, Zhenxiong Fan, Yiyu Huang, Wenchao Weng, Ruiquan Ge, Dong Zeng, Changmiao Wang

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

Comments 5 pages, 2 figures, accept ISBI2024

Journal ref ISBI 2024

2310.15767 2024-02-19 eess.IV cs.CV cs.LG 82%

Unpaired MRI Super Resolution with Contrastive Learning

Hao Li, Quanwei Liu, Jianan Liu, Xiling Liu, Yanni Dong, Tao Huang, Zhihan Lv

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

2402.08692 2024-02-15 eess.IV cs.CV cs.LG 82%

Inference Stage Denoising for Undersampled MRI Reconstruction

Yuyang Xue, Chen Qin, Sotirios A. Tsaftaris

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

Comments This paper is accepted by ISBI 2024

2309.13385 2024-02-13 eess.IV cs.CV cs.LG 82%

Cine cardiac MRI reconstruction using a convolutional recurrent network with refinement

Yuyang Xue, Yuning Du, Gianluca Carloni, Eva Pachetti, Connor Jordan, Sotirios A. Tsaftaris

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

Comments MICCAI STACOM workshop 2023

2301.02069 2024-02-08 eess.IV cs.CV cs.LG 82%

Deep Learning for Breast MRI Style Transfer with Limited Training Data

Shixing Cao, Nicholas Konz, James Duncan, Maciej A. Mazurowski

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

Comments preprint version, accepted in the Journal of Digital Imaging (JDIM). 16 pages (+ author names + references + supplementary), 6 figures

Journal ref J Digit Imaging (2022)

2401.07990 2024-01-17 eess.IV cs.CV cs.LG 82%

How does self-supervised pretraining improve robustness against noisy labels across various medical image classification datasets?

Bidur Khanal, Binod Bhattarai, Bishesh Khanal, Cristian Linte

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

1. 医学影像 22694 篇

Joint Edge Optimization Deep Unfolding Network for Accelerated MRI Reconstruction

Data Format Standardization and DICOM Integration for Hyperpolarized 13C MRI

Rotate to Scan: UNet-like Mamba with Triplet SSM Module for Medical Image Segmentation

MRI Scan Synthesis Methods based on Clustering and Pix2Pix

PEMMA: Parameter-Efficient Multi-Modal Adaptation for Medical Image Segmentation

ToNNO: Tomographic Reconstruction of a Neural Network's Output for Weakly Supervised Segmentation of 3D Medical Images

Improving Pediatric Pneumonia Diagnosis with Adult Chest X-ray Images Utilizing Contrastive Learning and Embedding Similarity

Post-Training Network Compression for 3D Medical Image Segmentation: Reducing Computational Efforts via Tucker Decomposition

Data-Efficient Unsupervised Interpolation Without Any Intermediate Frame for 4D Medical Images

Deep Semantic Segmentation of Natural and Medical Images: A Review

MaxViT-UNet: Multi-Axis Attention for Medical Image Segmentation

EDUE: Expert Disagreement-Guided One-Pass Uncertainty Estimation for Medical Image Segmentation

Analysing Diffusion Segmentation for Medical Images

RAD-PHI2: Instruction Tuning PHI-2 for Radiology

Mapping tissue microstructure of brain white matter in vivo in health and disease using diffusion MRI

Dynamic Perturbation-Adaptive Adversarial Training on Medical Image Classification

CausalCellSegmenter: Causal Inference inspired Diversified Aggregation Convolution for Pathology Image Segmentation

DuDoUniNeXt: Dual-domain unified hybrid model for single and multi-contrast undersampled MRI reconstruction

XProspeCT: CT Volume Generation from Paired X-Rays

Fully Convolutional Slice-to-Volume Reconstruction for Single-Stack MRI

A Simple and Robust Framework for Cross-Modality Medical Image Segmentation applied to Vision Transformers

Investigating the Robustness of Vision Transformers against Label Noise in Medical Image Classification

Lung Imaging with UTE MRI

Cas-DiffCom: Cascaded diffusion model for infant longitudinal super-resolution 3D medical image completion

TC-DiffRecon: Texture coordination MRI reconstruction method based on diffusion model and modified MF-UNet method

Unpaired MRI Super Resolution with Contrastive Learning

Inference Stage Denoising for Undersampled MRI Reconstruction

Cine cardiac MRI reconstruction using a convolutional recurrent network with refinement

Deep Learning for Breast MRI Style Transfer with Limited Training Data

How does self-supervised pretraining improve robustness against noisy labels across various medical image classification datasets?