医学 AI

Curriculum Fine-tuning of Vision Foundation Model for Medical Image Classification Under Label Noise

Yeonguk Yu, Minhwan Ko, Sungho Shin, Kangmin Kim, Kyoobin Lee

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

Comments Accepted at NeurIPS 2024

CovHuSeg: An Enhanced Approach for Kidney Pathology Segmentation

Huy Trinh, Khang Tran, Nam Nguyen, Tri Cao, Binh Nguyen

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

Comments Under review

Structure-Guided MR-to-CT Synthesis with Spatial and Semantic Alignments for Attenuation Correction of Whole-Body PET/MR Imaging

Jiaxu Zheng, Zhenrong Shen, Lichi Zhang, Qun Chen

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

MiceBoneChallenge: Micro-CT public dataset and six solutions for automatic growth plate detection in micro-CT mice bone scans

Nikolay Burlutskiy, Marija Kekic, Jordi de la Torre, Philipp Plewa, Mehdi Boroumand, Julia Jurkowska, Borjan Venovski, Maria Chiara Biagi, Yeman Brhane Hagos, Roksana Malinowska-Traczyk, Yibo Wang, Jacek Zalewski, Paula Sawczuk, Karlo Pintarić, Fariba Yousefi, Leif Hultin

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

Comments Under Review

cWDM: Conditional Wavelet Diffusion Models for Cross-Modality 3D Medical Image Synthesis

Paul Friedrich, Alicia Durrer, Julia Wolleb, Philippe C. Cattin

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

Comments BraTS 2024 (Global Synthesis) submission. Code: https://github.com/pfriedri/cwdm

Quantum-enhanced unsupervised image segmentation for medical images analysis

Laia Domingo, Mahdi Chehimi

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

Comments 16 pages, 7 figures

Boundless Across Domains: A New Paradigm of Adaptive Feature and Cross-Attention for Domain Generalization in Medical Image Segmentation

Yuheng Xu, Taiping Zhang

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

Comments 5 pages, 3 figures

ACE-Net: AutofoCus-Enhanced Convolutional Network for Field Imperfection Estimation with application to high b-value spiral Diffusion MRI

Mengze Gao, Zachary Shah, Xiaozhi Cao, Nan Wang, Daniel Abraham, Kawin Setsompop

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

Comments 8 pages, 5 figures, submitted to International Society for Magnetic Resonance in Medicine 32th Scientific Meeting, 2025

Fine-tuned Generative Adversarial Network-based Model for Medical Image Super-Resolution

Alireza Aghelan, Modjtaba Rouhani

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

RadPhi-3: Small Language Models for Radiology

Mercy Ranjit, Shaury Srivastav, Tanuja Ganu

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

MVMS-RCN: A Dual-Domain Unfolding CT Reconstruction with Multi-sparse-view and Multi-scale Refinement-correction

Xiaohong Fan, Ke Chen, Huaming Yi, Yin Yang, Jianping Zhang

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

Comments 14 pages, Accepted to IEEE Transactions on Computational Imaging, 2024

Copula-Linked Parallel ICA: A Method for Coupling Structural and Functional MRI brain Networks

Oktay Agcaoglu, Rogers F. Silva, Deniz Alacam, Sergey Plis, Tulay Adali, Vince Calhoun

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

Comments 25 pages, 10 figures, journal article

Head and Neck Tumor Segmentation from [18F]F-FDG PET/CT Images Based on 3D Diffusion Model

Yafei Dong, Kuang Gong

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

Journal ref Phys Med Biol. 2024 Jul 16;69(15)

Equivariant spatio-hemispherical networks for diffusion MRI deconvolution

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 NeurIPS 2024. 24 pages with 13 figures. Code available at https://github.com/AxelElaldi/fast-equivariant-deconv

Edge-Enhanced Dilated Residual Attention Network for Multimodal Medical Image Fusion

Meng Zhou, Yuxuan Zhang, Xiaolan Xu, Jiayi Wang, Farzad Khalvati

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

Comments An extended version of the paper accepted at IEEE BIBM 2024

MaskMedPaint: Masked Medical Image Inpainting with Diffusion Models for Mitigation of Spurious Correlations

Qixuan Jin, Walter Gerych, Marzyeh Ghassemi

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

Comments Findings paper presented at Machine Learning for Health (ML4H) symposium 2024, December 15-16, 2024, Vancouver, Canada, 12 pages

3D CBCT Challenge 2024: Improved Cone Beam CT Reconstruction using SwinIR-Based Sinogram and Image Enhancement

Sasidhar Alavala, Subrahmanyam Gorthi

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

On the Foundation Model for Cardiac MRI Reconstruction

Chi Zhang, Michael Loecher, Cagan Alkan, Mahmut Yurt, Shreyas S. Vasanawala, Daniel B. Ennis

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

Comments For MICCAI CMRxRecon Challenge 2024 team CardiAxs

A Joint Representation Using Continuous and Discrete Features for Cardiovascular Diseases Risk Prediction on Chest CT Scans

Minfeng Xu, Chen-Chen Fan, Yan-Jie Zhou, Wenchao Guo, Pan Liu, Jing Qi, Le Lu, Hanqing Chao, Kunlun He

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

Comments 23 pages, 9 figures

Data-driven discovery of mechanical models directly from MRI spectral data

D. G. J. Heesterbeek, M. H. C. van Riel, T. van Leeuwen, C. A. T. van den Berg, A. Sbrizzi

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

Comments 11 pages regular paper with 8 figures, 9 pages supplementary material with 6 figures, 1 supplementary video

Functional Imaging Constrained Diffusion for Brain PET Synthesis from Structural MRI

Minhui Yu, Mengqi Wu, Ling Yue, Andrea Bozoki, Mingxia Liu

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

MSA$^2$Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation

Sina Ghorbani Kolahi, Seyed Kamal Chaharsooghi, Toktam Khatibi, Afshin Bozorgpour, Reza Azad, Moein Heidari, Ilker Hacihaliloglu, Dorit Merhof

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

Comments Accepted at BMVC 2024. Supplementary materials included at the end of the main paper (3 pages, 2 figures, 1 table)

Epi-NAF: Enhancing Neural Attenuation Fields for Limited-Angle CT with Epipolar Consistency Conditions

Daniel Gilo, Tzofi Klinghoffer, Or Litany

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

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

Assessing Foundational Medical 'Segment Anything' (Med-SAM1, Med-SAM2) Deep Learning Models for Left Atrial Segmentation in 3D LGE MRI

Mehri Mehrnia, Mohamed Elbayumi, Mohammed S. M. Elbaz

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

Benchmarking 3D multi-coil NC-PDNet MRI reconstruction

Asma Tanabene, Chaithya Giliyar Radhakrishna, Aurélien Massire, Mariappan S. Nadar, Philippe Ciuciu

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

Generalizable Single-Source Cross-modality Medical Image Segmentation via Invariant Causal Mechanisms

Boqi Chen, Yuanzhi Zhu, Yunke Ao, Sebastiano Caprara, Reto Sutter, Gunnar Rätsch, Ender Konukoglu, Anna Susmelj

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

Comments WACV 2025

VM-UNet: Vision Mamba UNet for Medical Image Segmentation

Jiacheng Ruan, Jincheng Li, Suncheng Xiang

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

Comments 9 pages, 5 figures, 6 tables. Work in progress

Instance Segmentation XXL-CT Challenge of a Historic Airplane

Roland Gruber, Johann Christopher Engster, Markus Michen, Nele Blum, Maik Stille, Stefan Gerth, Thomas Wittenberg

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

Journal ref Journal of Nondestructive Evaluation, 2024, volume 44, number 1

Learning Task-Specific Strategies for Accelerated MRI

Zihui Wu, Tianwei Yin, Yu Sun, Robert Frost, Andre van der Kouwe, Adrian V. Dalca, Katherine L. Bouman

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

Comments Our code is available at https://github.com/zihuiwu/TACKLE. More information can be found at http://imaging.cms.caltech.edu/tackle/

Journal ref IEEE Transactions on Computational Imaging (Volume 10, 2024) 1040 - 1054

Sub-DM:Subspace Diffusion Model with Orthogonal Decomposition for MRI Reconstruction

Yu Guan, Qinrong Cai, Wei Li, Qiuyun Fan, Dong Liang, Qiegen Liu

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

Comments 10 pages, 11 figures