医学 AI

Universal Lymph Node Detection in Multiparametric MRI with Selective Augmentation

Tejas Sudharshan Mathai, Sungwon Lee, Thomas C. Shen, Zhiyong Lu, Ronald M. Summers

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

Comments Published at SPIE Medical Imaging 2023

How to select slices for annotation to train best-performing deep learning segmentation models for cross-sectional medical images?

Yixin Zhang, Kevin Kramer, Maciej A. Mazurowski

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

Comments 9 main pages, 21 total pages, MIDL 2025

A Symmetric Regressor for MRI-Based Assessment of Striatal Dopamine Transporter Uptake in Parkinson's Disease With Enhanced Uncertainty Estimation

Walid Abdullah Al, Il Dong Yun, Yun Jung Bae

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

A Unified Model for Compressed Sensing MRI Across Undersampling Patterns

Armeet Singh Jatyani, Jiayun Wang, Aditi Chandrashekar, Zihui Wu, Miguel Liu-Schiaffini, Bahareh Tolooshams, Anima Anandkumar

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

Comments Accepted at 2025 Conference on Computer Vision and Pattern Recognition

CAD: Confidence-Aware Adaptive Displacement for Semi-Supervised Medical Image Segmentation

Wenbo Xiao, Zhihao Xu, Guiping Liang, Yangjun Deng, Yi Xiao

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

Comments 9 pages, 3 figures, 4 tables

BioAtt: Anatomical Prior Driven Low-Dose CT Denoising

Namhun Kim, UiHyun Cho

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

Comments 14 pages

Deconver: A Deconvolutional Network for Medical Image Segmentation

Pooya Ashtari, Shahryar Noei, Fateme Nateghi Haredasht, Jonathan H. Chen, Giuseppe Jurman, Aleksandra Pizurica, Sabine Van Huffel

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

Comments 12 pages, 6 figures, 5 tables

DiffDenoise: Self-Supervised Medical Image Denoising with Conditional Diffusion Models

Basar Demir, Yikang Liu, Xiao Chen, Eric Z. Chen, Lin Zhao, Boris Mailhe, Terrence Chen, Shanhui Sun

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

DH-Mamba: Exploring Dual-domain Hierarchical State Space Models for MRI Reconstruction

Yucong Meng, Zhiwei Yang, Zhijian Song, Yonghong Shi

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

Head and Neck Tumor Segmentation of MRI from Pre- and Mid-radiotherapy with Pre-training, Data Augmentation and Dual Flow UNet

Litingyu Wang, Wenjun Liao, Shichuan Zhang, Guotai Wang

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

SIMPLE: Simultaneous Multi-Plane Self-Supervised Learning for Isotropic MRI Restoration from Anisotropic Data

Rotem Benisty, Yevgenia Shteynman, Moshe Porat, Anat Ilivitzki, Moti Freiman

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

Comprehensive segmentation of deep grey nuclei from structural MRI data

Manojkumar Saranathan, Giuseppina Cogliandro, Thomas Hicks, Dianne Patterson, Behroze Vachha, Alberto Cacciola

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

Comments 7 Figures 2 Tables 2 Supplemental Figures 1 Supplemental Table

Prompt-Guided Dual-Path UNet with Mamba for Medical Image Segmentation

Shaolei Zhang, Jinyan Liu, Tianyi Qian, Xuesong Li

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

Learning to segment anatomy and lesions from disparately labeled sources in brain MRI

Meva Himmetoglu, Ilja Ciernik, Ender Konukoglu

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

SNRAware: Improved Deep Learning MRI Denoising with SNR Unit Training and G-factor Map Augmentation

Hui Xue, Sarah M. Hooper, Iain Pierce, Rhodri H. Davies, John Stairs, Joseph Naegele, Adrienne E. Campbell-Washburn, Charlotte Manisty, James C. Moon, Thomas A. Treibel, Peter Kellman, Michael S. Hansen

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

DVG-Diffusion: Dual-View Guided Diffusion Model for CT Reconstruction from X-Rays

Xing Xie, Jiawei Liu, Huijie Fan, Zhi Han, Yandong Tang, Liangqiong Qu

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

MM-UNet: Meta Mamba UNet for Medical Image Segmentation

Bin Xie, Yan Yan, Gady Agam

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

End-to-end Adaptive Dynamic Subsampling and Reconstruction for Cardiac MRI

George Yiasemis, Jan-Jakob Sonke, Jonas Teuwen

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

Comments 38 pages, 26 figures, 2 tables

Deep End-to-end Adaptive k-Space Sampling, Reconstruction, and Registration for Dynamic MRI

George Yiasemis, Jan-Jakob Sonke, Jonas Teuwen

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

Comments 48 pages, 23 figures, 8 tables

Cross-Species Data Integration for Enhanced Layer Segmentation in Kidney Pathology

Junchao Zhu, Mengmeng Yin, Ruining Deng, Yitian Long, Yu Wang, Yaohong Wang, Shilin Zhao, Haichun Yang, Yuankai Huo

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

FedSCA: Federated Tuning with Similarity-guided Collaborative Aggregation for Heterogeneous Medical Image Segmentation

Yumin Zhang, Yan Gao, Haoran Duan, Hanqing Guo, Tejal Shah, Rajiv Ranjan, Bo Wei

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

Multi-Prototype Embedding Refinement for Semi-Supervised Medical Image Segmentation

Yali Bi, Enyu Che, Yinan Chen, Yuanpeng He, Jingwei Qu

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

U2AD: Uncertainty-based Unsupervised Anomaly Detection Framework for Detecting T2 Hyperintensity in MRI Spinal Cord

Qi Zhang, Xiuyuan Chen, Ziyi He, Kun Wang, Lianming Wu, Hongxing Shen, Jianqi Sun

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

Report of the Medical Image De-Identification (MIDI) Task Group -- Best Practices and Recommendations

David A. Clunie, Adam Flanders, Adam Taylor, Brad Erickson, Brian Bialecki, David Brundage, David Gutman, Fred Prior, J Anthony Seibert, John Perry, Judy Wawira Gichoya, Justin Kirby, Katherine Andriole, Luke Geneslaw, Steve Moore, TJ Fitzgerald, Wyatt Tellis, Ying Xiao, Keyvan Farahani

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

Comments 138 pages

Deep Learning-Based Automated Workflow for Accurate Segmentation and Measurement of Abdominal Organs in CT Scans

Praveen Shastry, Ashok Sharma, Kavya Mohan, Naveen Kumarasami, Anandakumar D, Mounigasri M, Keerthana R, Kishore Prasath Venkatesh, Bargava Subramanian, Kalyan Sivasailam

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

Comments 13 pages , 3 figures

SeqSAM: Autoregressive Multiple Hypothesis Prediction for Medical Image Segmentation using SAM

Benjamin Towle, Xin Chen, Ke Zhou

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

Comments Accepted to ISBI 2025

3D Medical Imaging Segmentation on Non-Contrast CT

Canxuan Gang, Yuhan Peng

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

Comments tech report

SegResMamba: An Efficient Architecture for 3D Medical Image Segmentation

Badhan Kumar Das, Ajay Singh, Saahil Islam, Gengyan Zhao, Andreas Maier

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

AI-Driven Automated Tool for Abdominal CT Body Composition Analysis in Gastrointestinal Cancer Management

Xinyu Nan, Meng He, Zifan Chen, Bin Dong, Lei Tang, Li Zhang

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

Towards a Multimodal MRI-Based Foundation Model for Multi-Level Feature Exploration in Segmentation, Molecular Subtyping, and Grading of Glioma

Somayeh Farahani, Marjaneh Hejazi, Antonio Di Ieva, Emad Fatemizadeh, Sidong Liu

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