医学 AI - arXivDaily 专题

2411.07348 2024-11-13 cs.LG cs.CV eess.IV 82%

Exploring Variational Autoencoders for Medical Image Generation: A Comprehensive Study

Khadija Rais, Mohamed Amroune, Abdelmadjid Benmachiche, Mohamed Yassine Haouam

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

Comments for associated mpeg file, see https://worldresearchlibrary.org/proceeding.php?pid=6945

2410.22866 2024-10-31 eess.IV cs.CV cs.LG 82%

Towards Population Scale Testis Volume Segmentation in DIXON MRI

Jan Ernsting, Phillip Nikolas Beeken, Lynn Ogoniak, Jacqueline Kockwelp, Tim Hahn, Alexander Siegfried Busch, Benjamin Risse

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

2410.09674 2024-10-31 eess.IV cs.CV cs.LG cs.NE 82%

EG-SpikeFormer: Eye-Gaze Guided Transformer on Spiking Neural Networks for Medical Image Analysis

Yi Pan, Hanqi Jiang, Junhao Chen, Yiwei Li, Huaqin Zhao, Yifan Zhou, Peng Shu, Zihao Wu, Zhengliang Liu, Dajiang Zhu, Xiang Li, Yohannes Abate, Tianming Liu

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

2403.05024 2024-10-30 eess.IV cs.CV cs.LG 82%

A Probabilistic Hadamard U-Net for MRI Bias Field Correction

Xin Zhu, Hongyi Pan, Yury Velichko, Adam B. Murphy, Ashley Ross, Baris Turkbey, Ahmet Enis Cetin, Ulas Bagci

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

2401.16039 2024-10-28 eess.IV cs.CV cs.LG 82%

Data-Driven Filter Design in FBP: Transforming CT Reconstruction with Trainable Fourier Series

Yipeng Sun, Linda-Sophie Schneider, Fuxin Fan, Mareike Thies, Mingxuan Gu, Siyuan Mei, Yuzhong Zhou, Siming Bayer, Andreas Maier

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

Comments accepted by 8th International Conference on Image Formation in X-Ray Computed Tomography, Bamberg, Germany

2311.13964 2024-10-28 eess.IV cs.AI cs.CV cs.HC cs.LG 82%

Deep Interactive Segmentation of Medical Images: A Systematic Review and Taxonomy

Zdravko Marinov, Paul F. Jäger, Jan Egger, Jens Kleesiek, Rainer Stiefelhagen

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

Comments 26 pages, 8 figures, 10 tables; Zdravko Marinov and Paul F. Jäger and co-first authors; This work has been submitted to the IEEE for possible publication

2211.05421 2024-10-28 eess.IV cs.CV cs.LG 82%

Improving Uncertainty-based Out-of-Distribution Detection for Medical Image Segmentation

Benjamin Lambert, Florence Forbes, Senan Doyle, Alan Tucholka, Michel Dojat

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

Comments This work has been submitted to the IEEE for possible publication

2404.03991 2024-10-27 eess.IV cs.CV cs.LG 82%

Towards Efficient and Accurate CT Segmentation via Edge-Preserving Probabilistic Downsampling

Shahzad Ali, Yu Rim Lee, Soo Young Park, Won Young Tak, Soon Ki Jung

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

Comments 5 pages (4 figures, 1 table); This work has been submitted to the IEEE Signal Processing Letters

2410.17814 2024-10-24 eess.IV cs.CV cs.LG 82%

Learning Lossless Compression for High Bit-Depth Volumetric Medical Image

Kai Wang, Yuanchao Bai, Daxin Li, Deming Zhai, Junjun Jiang, Xianming Liu

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

Comments 13 pages

2406.13305 2024-10-15 cs.AI 82%

Multimodal MRI Accurately Identifies Amyloid Status in Unbalanced Cohorts in Alzheimer's Disease Continuum

Giorgio Dolci, Charles A. Ellis, Federica Cruciani, Lorenza Brusini, Anees Abrol, Ilaria Boscolo Galazzo, Gloria Menegaz, Vince D. Calhoun

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

Comments 16 pages, 3 figures, provisionally accepted to a journal

2410.09071 2024-10-15 cs.CR cs.GR 82%

Using Steganography and Watermarking For Medical Image Integrity

Givon Zirkind

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

Comments 27 pages, 5 figures

2403.15103 2024-10-15 eess.IV cs.CV cs.LG 82%

Improving cross-domain brain tissue segmentation in fetal MRI with synthetic data

Vladyslav Zalevskyi, Thomas Sanchez, Margaux Roulet, Jordina Aviles Verddera, Jana Hutter, Hamza Kebiri, Meritxell Bach Cuadra

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

Comments 10 pages, 5 figures, 1 table

2403.11001 2024-10-10 eess.IV cs.CV cs.LG 82%

Topologically Faithful Multi-class Segmentation in Medical Images

Alexander H. Berger, Nico Stucki, Laurin Lux, Vincent Buergin, Suprosanna Shit, Anna Banaszak, Daniel Rueckert, Ulrich Bauer, Johannes C. Paetzold

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

Journal ref MICCAI 2024, Lecture Notes in Computer Science, vol. 15008, pp. 721-731, 2024

2410.06818 2024-10-10 cs.CV cs.AI cs.LG eess.IV 82%

An Improved Approach for Cardiac MRI Segmentation based on 3D UNet Combined with Papillary Muscle Exclusion

Narjes Benameur, Ramzi Mahmoudi, Mohamed Deriche, Amira fayouka, Imene Masmoudi, Nessrine Zoghlami

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

2309.15608 2024-10-08 eess.IV cs.CV cs.LG physics.med-ph 82%

NoSENSE: Learned unrolled cardiac MRI reconstruction without explicit sensitivity maps

Felix Frederik Zimmermann, Andreas Kofler

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

Comments Accepted at MICCAI STACOM 2023

2403.03849 2024-10-01 eess.IV cs.CV cs.LG 82%

MedMamba: Vision Mamba for Medical Image Classification

Yubiao Yue, Zhenzhang Li

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

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

1. 医学影像 22681 篇

Exploring Variational Autoencoders for Medical Image Generation: A Comprehensive Study

Towards Population Scale Testis Volume Segmentation in DIXON MRI

EG-SpikeFormer: Eye-Gaze Guided Transformer on Spiking Neural Networks for Medical Image Analysis

A Probabilistic Hadamard U-Net for MRI Bias Field Correction

Data-Driven Filter Design in FBP: Transforming CT Reconstruction with Trainable Fourier Series

Deep Interactive Segmentation of Medical Images: A Systematic Review and Taxonomy

Improving Uncertainty-based Out-of-Distribution Detection for Medical Image Segmentation

Towards Efficient and Accurate CT Segmentation via Edge-Preserving Probabilistic Downsampling

Learning Lossless Compression for High Bit-Depth Volumetric Medical Image

Multimodal MRI Accurately Identifies Amyloid Status in Unbalanced Cohorts in Alzheimer's Disease Continuum

Using Steganography and Watermarking For Medical Image Integrity

Improving cross-domain brain tissue segmentation in fetal MRI with synthetic data

Topologically Faithful Multi-class Segmentation in Medical Images

An Improved Approach for Cardiac MRI Segmentation based on 3D UNet Combined with Papillary Muscle Exclusion

NoSENSE: Learned unrolled cardiac MRI reconstruction without explicit sensitivity maps

MedMamba: Vision Mamba for Medical Image Classification

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