医学 AI

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

Zero-shot Dynamic MRI Reconstruction with Global-to-local Diffusion Model

Yu Guan, Kunlong Zhang, Qi Qi, Dong Wang, Ziwen Ke, Shaoyu Wang, Dong Liang, Qiegen Liu

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

Comments 11 pages, 9 figures

Foundation AI Model for Medical Image Segmentation

Rina Bao, Erfan Darzi, Sheng He, Chuan-Heng Hsiao, Mohammad Arafat Hussain, Jingpeng Li, Atle Bjornerud, Ellen Grant, Yangming Ou

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

Weakly supervised deep learning model with size constraint for prostate cancer detection in multiparametric MRI and generalization to unseen domains

Robin Trombetta, Olivier Rouvière, Carole Lartizien

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

Journal ref Medical Imaging with Deep Learning, Jul 2024, Paris, France

UnSegMedGAT: Unsupervised Medical Image Segmentation using Graph Attention Networks Clustering

A. Mudit Adityaja, Saurabh J. Shigwan, Nitin Kumar

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

Robust plug-and-play methods for highly accelerated non-Cartesian MRI reconstruction

Pierre-Antoine Comby, Benjamin Lapostolle, Matthieu Terris, Philippe Ciuciu

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

HC$^3$L-Diff: Hybrid conditional latent diffusion with high frequency enhancement for CBCT-to-CT synthesis

Shi Yin, Hongqi Tan, Li Ming Chong, Haofeng Liu, Hui Liu, Kang Hao Lee, Jeffrey Kit Loong Tuan, Dean Ho, Yueming Jin

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

Comments 13 pages, 5 figures

Deep Multi-contrast Cardiac MRI Reconstruction via vSHARP with Auxiliary Refinement Network

George Yiasemis, Nikita Moriakov, Jan-Jakob Sonke, Jonas Teuwen

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

Comments 11 pages, 1 figure, 3 tables, CMRxRecon Challenge 2024

The impact of MRI image quality on statistical and predictive analysis on voxel based morphology

Felix Hoffstaedter, Nicolás Nieto, Simon B. Eickhoff, Kaustubh R. Patil

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

MIC: Medical Image Classification Using Chest X-ray (COVID-19 and Pneumonia) Dataset with the Help of CNN and Customized CNN

Nafiz Fahad, Fariha Jahan, Md Kishor Morol, Rasel Ahmed, Md. Abdullah-Al-Jubair

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

Comments Presented at ICCA 2024

MAMOC: MRI Motion Correction via Masked Autoencoding

Lennart Alexander Van der Goten, Jingyu Guo, Kevin Smith

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

SISMIK for brain MRI: Deep-learning-based motion estimation and model-based motion correction in k-space

Oscar Dabrowski, Jean-Luc Falcone, Antoine Klauser, Julien Songeon, Michel Kocher, Bastien Chopard, François Lazeyras, Sébastien Courvoisier

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

Journal ref IEEE Transactions on Medical Imaging (2024)

Counterfactual MRI Data Augmentation using Conditional Denoising Diffusion Generative Models

Pedro Morão, Joao Santinha, Yasna Forghani, Nuno Loução, Pedro Gouveia, Mario A. T. Figueiredo

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

MLLA-UNet: Mamba-like Linear Attention in an Efficient U-Shape Model for Medical Image Segmentation

Yufeng Jiang, Zongxi Li, Xiangyan Chen, Haoran Xie, Jing Cai

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

Variable Resolution Sampling and Deep Learning Image Recovery for Accelerated Multi-Spectral MRI Near Metal Implants

Azadeh Sharafi, Nikolai J. Mickevicius, Mehran Baboli, Andrew S. Nencka, Kevin M. Koch

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

Comments 10 pages, 5 figures

MAPUNetR: A Hybrid Vision Transformer and U-Net Architecture for Efficient and Interpretable Medical Image Segmentation

Ovais Iqbal Shah, Danish Raza Rizvi, Aqib Nazir Mir

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

Detection of Emerging Infectious Diseases in Lung CT based on Spatial Anomaly Patterns

Branko Mitic, Philipp Seeböck, Jennifer Straub, Helmut Prosch, Georg Langs

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

Active Label Refinement for Robust Training of Imbalanced Medical Image Classification Tasks in the Presence of High Label Noise

Bidur Khanal, Tianhong Dai, Binod Bhattarai, Cristian Linte

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

Comments Accepted at MICCAI 2024

Fetal-BET: Brain Extraction Tool for Fetal MRI

Razieh Faghihpirayesh, Davood Karimi, Deniz Erdoğmuş, Ali Gholipour

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

Comments 10 pages, 6 figures, 2 TABLES, This work has been submitted to the IEEE Transactions on Medical Imaging for possible publication

Compound Attention and Neighbor Matching Network for Multi-contrast MRI Super-resolution

Wenxuan Chen, Sirui Wu, Shuai Wang, Zhongsen Li, Jia Yang, Huifeng Yao, Xiaolei Song

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

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

Enabling Augmented Segmentation and Registration in Ultrasound-Guided Spinal Surgery via Realistic Ultrasound Synthesis from Diagnostic CT Volume

Ang Li, Jiayi Han, Yongjian Zhao, Keyu Li, Li Liu

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

Comments Submitted to IEEE Transactions on Automation Science and Engineering. Note that the abstract is shorter than that in the pdf file due to character limitations

Domain generalization in fetal brain MRI segmentation \\with multi-reconstruction augmentation

Priscille de Dumast, Meritxell Bach Cuadra

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

Comments 5 pages. This work has been submitted to the IEEE for possible publication

On the Benefit of Dual-domain Denoising in a Self-supervised Low-dose CT Setting

Fabian Wagner, Mareike Thies, Laura Pfaff, Oliver Aust, Sabrina Pechmann, Daniela Weidner, Noah Maul, Maximilian Rohleder, Mingxuan Gu, Jonas Utz, Felix Denzinger, Andreas Maier

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

R2Gen-Mamba: A Selective State Space Model for Radiology Report Generation

Yongheng Sun, Yueh Z. Lee, Genevieve A. Woodard, Hongtu Zhu, Chunfeng Lian, Mingxia Liu

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

Comments 4 pages pages for ISBI2025

XReal: Realistic Anatomy and Pathology-Aware X-ray Generation via Controllable Diffusion Model

Anees Ur Rehman Hashmi, Ibrahim Almakky, Mohammad Areeb Qazi, Santosh Sanjeev, Vijay Ram Papineni, Jagalpathy Jagdish, Mohammad Yaqub

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

ISImed: A Framework for Self-Supervised Learning using Intrinsic Spatial Information in Medical Images

Nabil Jabareen, Dongsheng Yuan, Sören Lukassen

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

Comments 11 pages, 4 figures

Slicing Through Bias: Explaining Performance Gaps in Medical Image Analysis using Slice Discovery Methods

Vincent Olesen, Nina Weng, Aasa Feragen, Eike Petersen

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

Comments MICCAI 2024 Workshop on Fairness of AI in Medical Imaging