医学 AI - arXivDaily 专题

2409.18506 2024-09-30 eess.IV cs.CV cs.LG 82%

Med-IC: Fusing a Single Layer Involution with Convolutions for Enhanced Medical Image Classification and Segmentation

Md. Farhadul Islam, Sarah Zabeen, Meem Arafat Manab, Mohammad Rakibul Hasan Mahin, Joyanta Jyoti Mondal, Md. Tanzim Reza, Md Zahidul Hasan, Munima Haque, Farig Sadeque, Jannatun Noor

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

Comments 13 pages, 5 figures, 4 tables, preprint submitted to an Elsevier journal

2406.04769 2024-09-27 eess.IV cs.CV cs.LG 82%

Diffusion-based Generative Image Outpainting for Recovery of FOV-Truncated CT Images

Michelle Espranita Liman, Daniel Rueckert, Florian J. Fintelmann, Philip Müller

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

Comments Shared last authorship: Florian J. Fintelmann and Philip Müller

2409.14874 2024-09-25 eess.IV cs.AI cs.CV cs.LG 82%

Towards Ground-truth-free Evaluation of Any Segmentation in Medical Images

Ahjol Senbi, Tianyu Huang, Fei Lyu, Qing Li, Yuhui Tao, Wei Shao, Qiang Chen, Chengyan Wang, Shuo Wang, Tao Zhou, Yizhe Zhang

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

Comments 17 pages, 15 figures

2209.13476 2024-09-24 eess.IV cs.AI cs.CV cs.LG 82%

Mine yOur owN Anatomy: Revisiting Medical Image Segmentation with Extremely Limited Labels

Chenyu You, Weicheng Dai, Fenglin Liu, Yifei Min, Nicha C. Dvornek, Xiaoxiao Li, David A. Clifton, Lawrence Staib, James S. Duncan

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

Comments Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE-TPAMI)

2409.12792 2024-09-20 eess.IV cs.CV cs.LG 82%

Multi-Source and Multi-Sequence Myocardial Pathology Segmentation Using a Cascading Refinement CNN

Franz Thaler, Darko Stern, Gernot Plank, Martin Urschler

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

2409.10829 2024-09-18 cs.CL 82%

ReXErr: Synthesizing Clinically Meaningful Errors in Diagnostic Radiology Reports

Vishwanatha M. Rao, Serena Zhang, Julian N. Acosta, Subathra Adithan, Pranav Rajpurkar

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

2110.07552 2024-09-04 cs.CL cs.AI 82%

BI-RADS BERT & Using Section Segmentation to Understand Radiology Reports

Grey Kuling, Belinda Curpen, Anne L. Martel

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

2408.12336 2024-08-23 physics.ins-det physics.med-ph 82%

Laboratory x-ray nano-computed tomography for biomedical research

Till Dreier, Robin Krüger, Gustaf Bernström, Karin Tran-Lundmark, Isabel Gonçalves, Martin Bech

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

Comments 16 pages, 7 figures, including supplementary information

2408.05645 2024-08-13 eess.IV cs.CV cs.LG 82%

BeyondCT: A deep learning model for predicting pulmonary function from chest CT scans

Kaiwen Geng, Zhiyi Shi, Xiaoyan Zhao, Alaa Ali, Jing Wang, Joseph Leader, Jiantao Pu

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

Comments 5 tables, 7 figures,22 pages

2408.04805 2024-08-12 eess.IV cs.CV cs.LG physics.med-ph 82%

Improved Robustness for Deep Learning-based Segmentation of Multi-Center Myocardial Perfusion MRI Datasets Using Data Adaptive Uncertainty-guided Space-time Analysis

Dilek M. Yalcinkaya, Khalid Youssef, Bobak Heydari, Janet Wei, Noel Bairey Merz, Robert Judd, Rohan Dharmakumar, Orlando P. Simonetti, Jonathan W. Weinsaft, Subha V. Raman, Behzad Sharif

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

Comments Accepted for publication in JCMR, 2024

2401.10373 2024-08-09 eess.IV cs.CV cs.LG 82%

Harmonized Spatial and Spectral Learning for Robust and Generalized Medical Image Segmentation

Vandan Gorade, Sparsh Mittal, Debesh Jha, Rekha Singhal, Ulas Bagci

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

Comments Early Accepted at ICPR-2024 for Oral Presentation

2312.10271 2024-08-08 eess.IV cs.CV cs.LG 82%

Robustness of Deep Learning for Accelerated MRI: Benefits of Diverse Training Data

Kang Lin, Reinhard Heckel

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

Comments ICML 2024

2303.17696 2024-08-02 cs.CV cs.LG eess.IV 82%

Dual Cross-Attention for Medical Image Segmentation

Gorkem Can Ates, Prasoon Mohan, Emrah Celik

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

Comments Code: https://github.com/gorkemcanates/Dual-Cross-Attention

2407.19888 2024-07-30 cs.CV cs.AI cs.LG eess.IV 82%

Yucca: A Deep Learning Framework For Medical Image Analysis

Sebastian Nørgaard Llambias, Julia Machnio, Asbjørn Munk, Jakob Ambsdorf, Mads Nielsen, Mostafa Mehdipour Ghazi

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

2407.18964 2024-07-30 eess.SP cs.IT cs.LG eess.IV math.IT math.ST stat.AP stat.TH 82%

High-Dimensional Confidence Regions in Sparse MRI

Frederik Hoppe, Felix Krahmer, Claudio Mayrink Verdun, Marion Menzel, Holger Rauhut

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

Comments Recognized with Best Student Paper Award at ICASSP 2023. arXiv admin note: substantial text overlap with arXiv:2212.14864

2407.12474 2024-07-18 eess.IV cs.CV cs.LG 82%

Leveraging the Mahalanobis Distance to enhance Unsupervised Brain MRI Anomaly Detection

Finn Behrendt, Debayan Bhattacharya, Robin Mieling, Lennart Maack, Julia Krüger, Roland Opfer, Alexander Schlaefer

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

Comments Accepted for presentation at the MICCAI 2024 conference

2405.08556 2024-07-10 eess.IV cs.CV cs.LG 82%

Shape-aware synthesis of pathological lung CT scans using CycleGAN for enhanced semi-supervised lung segmentation

Rezkellah Noureddine Khiati, Pierre-Yves Brillet, Aurélien Justet, Radu Ispas, Catalin Fetita

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

Comments 14 pages, 7 figures

2407.05521 2024-07-09 cs.AR cs.AI 82%

Accelerating MRI Uncertainty Estimation with Mask-based Bayesian Neural Network

Zehuan Zhang, Matej Genci, Hongxiang Fan, Andreas Wetscherek, Wayne Luk

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

Comments The 35th IEEE International Conference on Application-specific Systems, Architectures and Processors (ASAP) 2024

2403.18938 2024-07-09 cs.CL cs.AI 82%

Reshaping Free-Text Radiology Notes Into Structured Reports With Generative Transformers

Laura Bergomi, Tommaso M. Buonocore, Paolo Antonazzo, Lorenzo Alberghi, Riccardo Bellazzi, Lorenzo Preda, Chandra Bortolotto, Enea Parimbelli

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

Journal ref Artificial Intelligence in Medicine, Volume 154, 2024

2206.15179 2024-07-09 eess.IV cs.CV cs.LG 82%

D2-LRR: A Dual-Decomposed MDLatLRR Approach for Medical Image Fusion

Xu Song, Tianyu Shen, Hui Li, Xiao-Jun Wu

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

Comments There are some errors that need to be corrected

2407.02974 2024-07-04 eess.IV cs.CV cs.LG 82%

IM-MoCo: Self-supervised MRI Motion Correction using Motion-Guided Implicit Neural Representations

Ziad Al-Haj Hemidi, Christian Weihsbach, Mattias P. Heinrich

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

Comments Submitted to MICCAI 2024 (Before peer review version)

2401.08847 2024-07-04 eess.IV cs.CV cs.LG 82%

RIDGE: Reproducibility, Integrity, Dependability, Generalizability, and Efficiency Assessment of Medical Image Segmentation Models

Farhad Maleki, Linda Moy, Reza Forghani, Tapotosh Ghosh, Katie Ovens, Steve Langer, Pouria Rouzrokh, Bardia Khosravi, Ali Ganjizadeh, Daniel Warren, Roxana Daneshjou, Mana Moassefi, Atlas Haddadi Avval, Susan Sotardi, Neil Tenenholtz, Felipe Kitamura, Timothy Kline

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

Comments 24 pages, 1 Figure, 2 Table

2406.11650 2024-07-02 eess.IV cs.CV cs.LG 82%

Multimodal Learning With Intraoperative CBCT & Variably Aligned Preoperative CT Data To Improve Segmentation

Maximilian E. Tschuchnig, Philipp Steininger, Michael Gadermayr

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

Comments Submitted to SASHIMI2024 (MICCAI workshop)

2403.06748 2024-06-28 eess.IV cs.CV cs.LG 82%

Shortcut Learning in Medical Image Segmentation

Manxi Lin, Nina Weng, Kamil Mikolaj, Zahra Bashir, Morten Bo Søndergaard Svendsen, Martin Tolsgaard, Anders Nymark Christensen, Aasa Feragen

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

Comments 11 pages, 6 figures, accepted at MICCAI 2024

2406.12411 2024-06-19 eess.IV cs.CV cs.LG 82%

TADM: Temporally-Aware Diffusion Model for Neurodegenerative Progression on Brain MRI

Mattia Litrico, Francesco Guarnera, Valerio Giuffirda, Daniele Ravì, Sebastiano Battiato

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

2406.05270 2024-06-11 physics.med-ph cs.CV cs.LG eess.IV 82%

fastMRI Breast: A publicly available radial k-space dataset of breast dynamic contrast-enhanced MRI

Eddy Solomon, Patricia M. Johnson, Zhengguo Tan, Radhika Tibrewala, Yvonne W. Lui, Florian Knoll, Linda Moy, Sungheon Gene Kim, Laura Heacock

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

2312.07729 2024-06-10 eess.IV cs.CV cs.LG 82%

MedYOLO: A Medical Image Object Detection Framework

Joseph Sobek, Jose R. Medina Inojosa, Betsy J. Medina Inojosa, S. M. Rassoulinejad-Mousavi, Gian Marco Conte, Francisco Lopez-Jimenez, Bradley J. Erickson

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

Comments J Digit Imaging. Inform. med. (2024)

2406.03062 2024-06-06 cs.CL 82%

RadBARTsum: Domain Specific Adaption of Denoising Sequence-to-Sequence Models for Abstractive Radiology Report Summarization

Jinge Wu, Abul Hasan, Honghan Wu

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

2406.02422 2024-06-06 eess.IV cs.CV cs.LG 82%

IterMask2: Iterative Unsupervised Anomaly Segmentation via Spatial and Frequency Masking for Brain Lesions in MRI

Ziyun Liang, Xiaoqing Guo, J. Alison Noble, Konstantinos Kamnitsas

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

2203.12362 2024-06-05 cs.HC cs.CV cs.LG eess.IV 82%

MONAI Label: A framework for AI-assisted Interactive Labeling of 3D Medical Images

Andres Diaz-Pinto, Sachidanand Alle, Vishwesh Nath, Yucheng Tang, Alvin Ihsani, Muhammad Asad, Fernando Pérez-García, Pritesh Mehta, Wenqi Li, Mona Flores, Holger R. Roth, Tom Vercauteren, Daguang Xu, Prerna Dogra, Sebastien Ourselin, Andrew Feng, M. Jorge Cardoso

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

1. 医学影像 22645 篇

Med-IC: Fusing a Single Layer Involution with Convolutions for Enhanced Medical Image Classification and Segmentation

Diffusion-based Generative Image Outpainting for Recovery of FOV-Truncated CT Images

Towards Ground-truth-free Evaluation of Any Segmentation in Medical Images

Mine yOur owN Anatomy: Revisiting Medical Image Segmentation with Extremely Limited Labels

Multi-Source and Multi-Sequence Myocardial Pathology Segmentation Using a Cascading Refinement CNN

ReXErr: Synthesizing Clinically Meaningful Errors in Diagnostic Radiology Reports

BI-RADS BERT & Using Section Segmentation to Understand Radiology Reports

Laboratory x-ray nano-computed tomography for biomedical research

BeyondCT: A deep learning model for predicting pulmonary function from chest CT scans

Improved Robustness for Deep Learning-based Segmentation of Multi-Center Myocardial Perfusion MRI Datasets Using Data Adaptive Uncertainty-guided Space-time Analysis

Harmonized Spatial and Spectral Learning for Robust and Generalized Medical Image Segmentation

Robustness of Deep Learning for Accelerated MRI: Benefits of Diverse Training Data

Dual Cross-Attention for Medical Image Segmentation

Yucca: A Deep Learning Framework For Medical Image Analysis

High-Dimensional Confidence Regions in Sparse MRI

Leveraging the Mahalanobis Distance to enhance Unsupervised Brain MRI Anomaly Detection

Shape-aware synthesis of pathological lung CT scans using CycleGAN for enhanced semi-supervised lung segmentation

Accelerating MRI Uncertainty Estimation with Mask-based Bayesian Neural Network

Reshaping Free-Text Radiology Notes Into Structured Reports With Generative Transformers

D2-LRR: A Dual-Decomposed MDLatLRR Approach for Medical Image Fusion

IM-MoCo: Self-supervised MRI Motion Correction using Motion-Guided Implicit Neural Representations

RIDGE: Reproducibility, Integrity, Dependability, Generalizability, and Efficiency Assessment of Medical Image Segmentation Models

Multimodal Learning With Intraoperative CBCT & Variably Aligned Preoperative CT Data To Improve Segmentation

Shortcut Learning in Medical Image Segmentation

TADM: Temporally-Aware Diffusion Model for Neurodegenerative Progression on Brain MRI

fastMRI Breast: A publicly available radial k-space dataset of breast dynamic contrast-enhanced MRI

MedYOLO: A Medical Image Object Detection Framework

RadBARTsum: Domain Specific Adaption of Denoising Sequence-to-Sequence Models for Abstractive Radiology Report Summarization

IterMask2: Iterative Unsupervised Anomaly Segmentation via Spatial and Frequency Masking for Brain Lesions in MRI

MONAI Label: A framework for AI-assisted Interactive Labeling of 3D Medical Images