医学 AI

Hierarchical Decomposed Dual-domain Deep Learning for Sparse-View CT Reconstruction

Yoseob Han

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

Comments Published by Physics in Medicine & Biology (2024.4)

Generative Style Transfer for MRI Image Segmentation: A Case of Glioma Segmentation in Sub-Saharan Africa

Rancy Chepchirchir, Jill Sunday, Raymond Confidence, Dong Zhang, Talha Chaudhry, Udunna C. Anazodo, Kendi Muchungi, Yujing Zou

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

Deep Unfolding Network with Spatial Alignment for multi-modal MRI reconstruction

Hao Zhang, Qi Wang, Jun Shi, Shihui Ying, Zhijie Wen

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

A Self-supervised Diffusion Bridge for MRI Reconstruction

Harry Gao, Weijie Gan, Yuyang Hu, Hongyu An, Ulugbek S. Kamilov

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

KM-UNet KAN Mamba UNet for medical image segmentation

Yibo Zhang

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

Deep Learning-Driven Segmentation of Ischemic Stroke Lesions Using Multi-Channel MRI

Ashiqur Rahman, Muhammad E. H. Chowdhury, Md Sharjis Ibne Wadud, Rusab Sarmun, Adam Mushtak, Sohaib Bassam Zoghoul, Israa Al-Hashimi

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

DDEvENet: Evidence-based Ensemble Learning for Uncertainty-aware Brain Parcellation Using Diffusion MRI

Chenjun Li, Dian Yang, Shun Yao, Shuyue Wang, Ye Wu, Le Zhang, Qiannuo Li, Kang Ik Kevin Cho, Johanna Seitz-Holland, Lipeng Ning, Jon Haitz Legarreta, Yogesh Rathi, Carl-Fredrik Westin, Lauren J. O'Donnell, Nir A. Sochen, Ofer Pasternak, Fan Zhang

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

Comments 16 pages, 5 figures

How good nnU-Net for Segmenting Cardiac MRI: A Comprehensive Evaluation

Malitha Gunawardhana, Fangqiang Xu, Jichao Zhao

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

Comments add a supplementary material

Residual Connection Networks in Medical Image Processing: Exploration of ResUnet++ Model Driven by Human Computer Interaction

Peixin Dai, Jingsi Zhang, Zhitao Shu

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

Feasibility Study of a Diffusion-Based Model for Cross-Modal Generation of Knee MRI from X-ray: Integrating Radiographic Feature Information

Zhe Wang, Yung Hsin Chen, Aladine Chetouani, Fabian Bauer, Yuhua Ru, Fang Chen, Liping Zhang, Rachid Jennane, Mohamed Jarraya

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

Reconstructing Quantitative Cerebral Perfusion Images Directly From Measured Sinogram Data Acquired Using C-arm Cone-Beam CT

Haotian Zhao, Ruifeng Chen, Jing Yan, Juan Feng, Jun Xiang, Yang Chen, Dong Liang, Yinsheng Li

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

Advancing Deformable Medical Image Registration with Multi-axis Cross-covariance Attention

Mingyuan Meng, Michael Fulham, Lei Bi, Jinman Kim

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

Comments Under Review

D2-MLP: Dynamic Decomposed MLP Mixer for Medical Image Segmentation

Jin Yang, Xiaobing Yu, Peijie Qiu

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

Comments 5 pages, 2 figures

Journal ref ICASSP 2025

ProCNS: Progressive Prototype Calibration and Noise Suppression for Weakly-Supervised Medical Image Segmentation

Y. Liu, L. Lin, K. K. Y. Wong, X. Tang

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

Efficient MedSAMs: Segment Anything in Medical Images on Laptop

Jun Ma, Feifei Li, Sumin Kim, Reza Asakereh, Bao-Hiep Le, Dang-Khoa Nguyen-Vu, Alexander Pfefferle, Muxin Wei, Ruochen Gao, Donghang Lyu, Songxiao Yang, Lennart Purucker, Zdravko Marinov, Marius Staring, Haisheng Lu, Thuy Thanh Dao, Xincheng Ye, Zhi Li, Gianluca Brugnara, Philipp Vollmuth, Martha Foltyn-Dumitru, Jaeyoung Cho, Mustafa Ahmed Mahmutoglu, Martin Bendszus, Irada Pflüger, Aditya Rastogi, Dong Ni, Xin Yang, Guang-Quan Zhou, Kaini Wang, Nicholas Heller, Nikolaos Papanikolopoulos, Christopher Weight, Yubing Tong, Jayaram K Udupa, Cahill J. Patrick, Yaqi Wang, Yifan Zhang, Francisco Contijoch, Elliot McVeigh, Xin Ye, Shucheng He, Robert Haase, Thomas Pinetz, Alexander Radbruch, Inga Krause, Erich Kobler, Jian He, Yucheng Tang, Haichun Yang, Yuankai Huo, Gongning Luo, Kaisar Kushibar, Jandos Amankulov, Dias Toleshbayev, Amangeldi Mukhamejan, Jan Egger, Antonio Pepe, Christina Gsaxner, Gijs Luijten, Shohei Fujita, Tomohiro Kikuchi, Benedikt Wiestler, Jan S. Kirschke, Ezequiel de la Rosa, Federico Bolelli, Luca Lumetti, Costantino Grana, Kunpeng Xie, Guomin Wu, Behrus Puladi, Carlos Martín-Isla, Karim Lekadir, Victor M. Campello, Wei Shao, Wayne Brisbane, Hongxu Jiang, Hao Wei, Wu Yuan, Shuangle Li, Yuyin Zhou, Bo Wang

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

Comments CVPR 2024 MedSAM on Laptop Competition Summary: https://www.codabench.org/competitions/1847/

DCRA-Net: Attention-Enabled Reconstruction Model for Dynamic Fetal Cardiac MRI

Denis Prokopenko, David F. A. Lloyd, Amedeo Chiribiri, Daniel Rueckert, Joseph V. Hajnal

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

Joint Supervised and Self-supervised Learning for MRI Reconstruction

George Yiasemis, Nikita Moriakov, Clara I. Sánchez, Jan-Jakob Sonke, Jonas Teuwen

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

Comments pages, 14 figures, 6 tables

a2z-1 for Multi-Disease Detection in Abdomen-Pelvis CT: External Validation and Performance Analysis Across 21 Conditions

Pranav Rajpurkar, Julian N. Acosta, Siddhant Dogra, Jaehwan Jeong, Deepanshu Jindal, Michael Moritz, Samir Rajpurkar

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

Boosting ViT-based MRI Reconstruction from the Perspectives of Frequency Modulation, Spatial Purification, and Scale Diversification

Yucong Meng, Zhiwei Yang, Yonghong Shi, Zhijian Song

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

Rapid Reconstruction of Extremely Accelerated Liver 4D MRI via Chained Iterative Refinement

Di Xu, Xin Miao, Hengjie Liu, Jessica E. Scholey, Wensha Yang, Mary Feng, Michael Ohliger, Hui Lin, Yi Lao, Yang Yang, Ke Sheng

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

A Novel Deep Learning Tractography Fiber Clustering Framework for Functionally Consistent White Matter Parcellation Using Multimodal Diffusion MRI and Functional MRI

Jin Wang, Bocheng Guo, Yijie Li, Junyi Wang, Yuqian Chen, Jarrett Rushmore, Nikos Makris, Yogesh Rathi, Lauren J O'Donnell, Fan Zhang

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

Comments 5 pages, 3 figures

Embeddings are all you need! Achieving High Performance Medical Image Classification through Training-Free Embedding Analysis

Raj Hansini Khoiwal, Alan B. McMillan

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

Comments 15 pages, 7 figures, 3 tables

ConDSeg: A General Medical Image Segmentation Framework via Contrast-Driven Feature Enhancement

Mengqi Lei, Haochen Wu, Xinhua Lv, Xin Wang

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

Comments This paper has been accepted by AAAI-2025

INFusion: Diffusion Regularized Implicit Neural Representations for 2D and 3D accelerated MRI reconstruction

Yamin Arefeen, Brett Levac, Zach Stoebner, Jonathan Tamir

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

Comments 5 pages, 4 figures, asilomar 2024 submission

Diff5T: Benchmarking Human Brain Diffusion MRI with an Extensive 5.0 Tesla K-Space and Spatial Dataset

Shanshan Wang, Shoujun Yu, Jian Cheng, Sen Jia, Changjun Tie, Jiayu Zhu, Haohao Peng, Yijing Dong, Jianzhong He, Fan Zhang, Yaowen Xing, Xiuqin Jia, Qi Yang, Qiyuan Tian, Hua Guo, Guobin Li, Hairong Zheng

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

Comments 19 pages, 4 figures, 1 table

DDGS-CT: Direction-Disentangled Gaussian Splatting for Realistic Volume Rendering

Zhongpai Gao, Benjamin Planche, Meng Zheng, Xiao Chen, Terrence Chen, Ziyan Wu

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

Comments Accepted by NeurIPS2024

Learning Volumetric Neural Deformable Models to Recover 3D Regional Heart Wall Motion from Multi-Planar Tagged MRI

Meng Ye, Bingyu Xin, Bangwei Guo, Leon Axel, Dimitris Metaxas

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

Fan-Beam CT Reconstruction for Unaligned Sparse-View X-ray Baggage Dataset

Shin Kim

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

Deep Learning for Longitudinal Gross Tumor Volume Segmentation in MRI-Guided Adaptive Radiotherapy for Head and Neck Cancer

Xin Tie, Weijie Chen, Zachary Huemann, Brayden Schott, Nuohao Liu, Tyler J. Bradshaw

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

Comments 12 pages, 4 figures, 4 tables

Multi-resolution Guided 3D GANs for Medical Image Translation

Juhyung Ha, Jong Sung Park, David Crandall, Eleftherios Garyfallidis, Xuhong Zhang

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