医学 AI

AltGDmin: Alternating GD and Minimization for Partly-Decoupled (Federated) Optimization

Namrata Vaswani

机构 * Iowa State University（爱荷华州立大学） 纠错

专题命中 医学数据与评测 ：MRI(abstract)；分类 cs.LG

Comments To appear in Foundations and Trends in Optimization (NOW publishers)

EyecareGPT: Boosting Comprehensive Ophthalmology Understanding with Tailored Dataset, Benchmark and Model

Sijing Li, Tianwei Lin, Lingshuai Lin, Wenqiao Zhang, Jiang Liu, Xiaoda Yang, Juncheng Li, Yucheng He, Xiaohui Song, Jun Xiao, Yueting Zhuang, Beng Chin Ooi

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV

FHBench: Towards Efficient and Personalized Federated Learning for Multimodal Healthcare

Penghao Wang, Qian Chen, Teng Zhang, Yingwei Zhang, Wang Lu, Yiqiang Chen

专题命中 医学数据与评测 ：pathology(abstract)；分类 cs.LG

Respiratory Differencing: Enhancing Pulmonary Thermal Ablation Evaluation Through Pre- and Intra-Operative Image Fusion

Wan Li, Wei Li, Moheng Rong, Yutao Rao, Hui Tang, Yudong Zhang, Feng Wang

专题命中 医学数据与评测 ：CT(abstract)；分类 cs.CV

MultiEYE: Dataset and Benchmark for OCT-Enhanced Retinal Disease Recognition from Fundus Images

Lehan Wang, Chongchong Qi, Chubin Ou, Lin An, Mei Jin, Xiangbin Kong, Xiaomeng Li

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV

Comments Accepted at IEEE TMI 2024

Geometry Matters: Benchmarking Scientific ML Approaches for Flow Prediction around Complex Geometries

Ali Rabeh, Ethan Herron, Aditya Balu, Soumik Sarkar, Chinmay Hegde, Adarsh Krishnamurthy, Baskar Ganapathysubramanian

专题命中 医学数据与评测 ：biomedical(abstract)；分类 cs.LG

3D Neural Operator-Based Flow Surrogates around 3D geometries: Signed Distance Functions and Derivative Constraints

Ali Rabeh, Adarsh Krishnamurthy, Baskar Ganapathysubramanian

专题命中 医学数据与评测 ：biomedical(abstract)；分类 cs.LG

UAL-Bench: The First Comprehensive Unusual Activity Localization Benchmark

Hasnat Md Abdullah, Tian Liu, Kangda Wei, Shu Kong, Ruihong Huang

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV

Journal ref wacv(2025) 5801-5811

Shap-MeD

Nicolás Laverde, Melissa Robles, Johan Rodríguez

专题命中 医学数据与评测 ：biomedical(abstract)；分类 cs.CV

Benchmarking MedMNIST dataset on real quantum hardware

Gurinder Singh, Hongni Jin, Kenneth M. Merz

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.LG

MAP: Evaluation and Multi-Agent Enhancement of Large Language Models for Inpatient Pathways

Zhen Chen, Zhihao Peng, Xusheng Liang, Cheng Wang, Peigan Liang, Linsheng Zeng, Minjie Ju, Yixuan Yuan

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV

DDO-IN: Dual Domains Optimization for Implicit Neural Network to Eliminate Motion Artifact in Magnetic Resonance Imaging

Zhongyu Mai, Zewei Zhan, Hanyu Guo, Yulang Huang, Weifeng Su

专题命中 医学数据与评测 ：MRI(abstract)；分类 cs.CV

Comments 10 pages, 2 figures

FAA-CLIP: Federated Adversarial Adaptation of CLIP

Yihang Wu, Ahmad Chaddad, Christian Desrosiers, Tareef Daqqaq, Reem Kateb

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.LG

Comments Accepted in IEEE Internet of Things Journal

Evaluating Stenosis Detection with Grounding DINO, YOLO, and DINO-DETR

Muhammad Musab Ansari

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV

MetaOOD: Automatic Selection of OOD Detection Models

Yuehan Qin, Yichi Zhang, Yi Nian, Xueying Ding, Yue Zhao

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.LG

Comments Best paper at 2024 KDD Workshop on Resource-Efficient Learning. Extended version at ICLR 2025

AssertionBench: A Benchmark to Evaluate Large-Language Models for Assertion Generation

Vaishnavi Pulavarthi, Deeksha Nandal, Soham Dan, Debjit Pal

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.LG

Comments 8 Pages, 3 Figures, Published in NAACL 2025

FedBM: Stealing Knowledge from Pre-trained Language Models for Heterogeneous Federated Learning

Meilu Zhu, Qiushi Yang, Zhifan Gao, Yixuan Yuan, Jun Liu

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV

Comments Accepted by MedIA 2025

Explaining the Success of Nearest Neighbor Methods in Prediction

George H. Chen, Devavrat Shah

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.LG

Comments Originally published on May 31, 2018 in Foundations and Trends in Machine Learning; this revised version fixes some proof details for k-NN and fixed-radius NN regression and classification

Enhancing Domain-Specific Retrieval-Augmented Generation: Synthetic Data Generation and Evaluation using Reasoning Models

Aryan Jadon, Avinash Patil, Shashank Kumar

专题命中 医学数据与评测 ：biomedical(abstract)；分类 cs.LG

Comments 8 Pages

FedBrain-Distill: Communication-Efficient Federated Brain Tumor Classification Using Ensemble Knowledge Distillation on Non-IID Data

Rasoul Jafari Gohari, Laya Aliahmadipour, Ezat Valipour

专题命中 医学数据与评测 ：MRI(abstract)；分类 cs.CV

Multi-modal Multi-kernel Graph Learning for Autism Prediction and Biomarker Discovery

Jin Liu, Junbin Mao, Hanhe Lin, Hulin Kuang, Shirui Pan, Xusheng Wu, Shan Xie, Fei Liu, Yi Pan

专题命中 医学数据与评测 ：pathology(abstract)；分类 cs.LG

LUCAS: A CMOS-Based Fast Readout ASIC for Silicon Photomultipliers -- Measurement and Performance Evaluation

Seyed Arash Katourani

专题命中 医学数据与评测 ：CT(abstract)；分类 eess.SP

GFE-Mamba: Mamba-based AD Multi-modal Progression Assessment via Generative Feature Extraction from MCI

Zhaojie Fang, Shenghao Zhu, Yifei Chen, Binfeng Zou, Fan Jia, Chang Liu, Xiang Feng, Linwei Qiu, Feiwei Qin, Jin Fan, Changbiao Chu, Changmiao Wang

专题命中 医学数据与评测 ：MRI(abstract)；分类 cs.CV

Comments 13 pages, 9 figures

Enhancing the Convergence of Federated Learning Aggregation Strategies with Limited Data

Judith Sáinz-Pardo Díaz, Álvaro López García

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.LG

AI-Driven Secure Data Sharing: A Trustworthy and Privacy-Preserving Approach

Al Amin, Kamrul Hasan, Sharif Ullah, Liang Hong

专题命中 医学数据与评测 ：MRI(abstract)；分类 cs.CV

Comments 6 pages, 4 figures

Self-CephaloNet: A Two-stage Novel Framework using Operational Neural Network for Cephalometric Analysis

Md. Shaheenur Islam Sumon, Khandaker Reajul Islam, Tanzila Rafique, Gazi Shamim Hassan, Md. Sakib Abrar Hossain, Kanchon Kanti Podder, Noha Barhom, Faleh Tamimi, Abdulrahman Alqahtani, Muhammad E. H. Chowdhury

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV

Comments The paper has been accepted for publication in Neural Computing and Applications

Multi-Modal One-Shot Federated Ensemble Learning for Medical Data with Vision Large Language Model

Naibo Wang, Yuchen Deng, Shichen Fan, Jianwei Yin, See-Kiong Ng

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.LG

MEDEC: A Benchmark for Medical Error Detection and Correction in Clinical Notes

Asma Ben Abacha, Wen-wai Yim, Yujuan Fu, Zhaoyi Sun, Meliha Yetisgen, Fei Xia, Thomas Lin

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.LG

Comments This version has been updated with further clarification regarding the model size estimates that were mined from public articles only and provided to aid in contextualizing model performance. The authors cannot vouch for the accuracy of those estimates

Comparative Analysis of 2D and 3D ResNet Architectures for IDH and MGMT Mutation Detection in Glioma Patients

Danial Elyassirad, Benyamin Gheiji, Mahsa Vatanparast, Amir Mahmoud Ahmadzadeh, Neda Kamandi, Amirmohammad Soleimanian, Sara Salehi, Shahriar Faghani

专题命中 医学数据与评测 ：MRI(abstract)；分类 eess.IV

Comments 11 PAGES, 2 Figures, 3 Tables

DFME: A New Benchmark for Dynamic Facial Micro-expression Recognition

Sirui Zhao, Huaying Tang, Xinglong Mao, Shifeng Liu, Yiming Zhang, Hao Wang, Tong Xu, Enhong Chen

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.CV

Comments 17 pages, 5 figures