医学 AI

HQCM-EBTC: A Hybrid Quantum-Classical Model for Explainable Brain Tumor Classification

Marwan Ait Haddou, Mohamed Bennai

机构 * Hassan II University of Casablanca（卡萨布兰卡哈桑二世大学） 纠错

专题命中 病理影像 ：MRI(abstract)；分类 cs.LG

VGAT: A Cancer Survival Analysis Framework Transitioning from Generative Visual Question Answering to Genomic Reconstruction

Zizhi Chen, Minghao Han, Xukun Zhang, Shuwei Ma, Tao Liu, Xing Wei, Lihua Zhang

机构 * 1 Academy for Engineering ； Technology, Fudan University, Shanghai, China ； 2 Institute of Metaverse \& Intelligent Medicine, Fudan University, Shanghai, China ； 3 Engineering Research Center of AI ； 4 Jilin Provincial Key Laboratory of Intelligence Science 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments Accepted by ICME2025

Detection of Breast Cancer Lumpectomy Margin with SAM-incorporated Forward-Forward Contrastive Learning

Tyler Ward, Xiaoqin Wang, Braxton McFarland, Md Atik Ahamed, Sahar Nozad, Talal Arshad, Hafsa Nebbache, Jin Chen, Abdullah Imran

机构 * University of Kentucky（肯塔基大学） ； The University of Alabama at Birmingham（阿拉巴马大学伯明翰分校） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments 19 pages, 7 figures, 3 tables

Genome-Anchored Foundation Model Embeddings Improve Molecular Prediction from Histology Images

Cheng Jin, Fengtao Zhou, Yunfang Yu, Jiabo Ma, Yihui Wang, Yingxue Xu, Huajun Zhou, Hao Jiang, Luyang Luo, Luhui Mao, Zifan He, Xiuming Zhang, Jing Zhang, Ronald Chan, Herui Yao, Hao Chen

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） ； Sun Yat-sen University（中山大学） ； Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation（广东省恶性肿瘤表观遗传与基因调控重点实验室） ； Guangdong-Hong Kong Joint Laboratory for RNA Medicine（广东-香港RNA医学联合实验室） ； Department of Medical Oncology, Sun Yat-sen Memorial Hospital（中山纪念医院肿瘤科） ； Guangdong Provincial Key Laboratory of Cancer Pathogenesis and Precision Diagnosis and Treatment（广东省癌症发病机制与精准诊断治疗重点实验室） ； Joint Big Data Laboratory（联合大数据实验室） ； Department of Medical Oncology, Shenshan Medical Center, Memorial Hospital of Sun Yat-sen University（中山大学附属仁者医院肿瘤科） ； Institute for AI in Medicine and faculty of Medicine, Macau University of Science and Technology（澳门科技大学人工智能医学研究院及医学院） ； Department of Breast Surgery, The First Affiliated Hospital, Jinan University（暨南大学第一附属医院乳腺外科） ； Harvard University（哈佛大学） ； Department of Biomedical Informatics, Harvard University（哈佛大学生物医学信息学系） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments Under Review

CoC: Chain-of-Cancer based on Cross-Modal Autoregressive Traction for Survival Prediction

Haipeng Zhou, Sicheng Yang, Sihan Yang, Jing Qin, Lei Chen, Lei Zhu

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； Xi'an Jiaotong University（西安交通大学） ； The Hong Kong Polytechnic University（香港理工大学） ； The Hong Kong University of Science and Technology（香港科技大学） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.LG

One-Shot Neural Architecture Search with Network Similarity Directed Initialization for Pathological Image Classification

Renao Yan

机构 * Shenzhen International Graduate School（深圳国际研究生院） ； Tsinghua University（清华大学） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Deep Learning for Breast Cancer Detection: Comparative Analysis of ConvNeXT and EfficientNet

Mahmudul Hasan

机构 * Department of Computer Science and Engineering（计算机科学与工程系） ； BRAC University, Dhaka, Bangladesh（布拉克大学） 纠错

专题命中 病理影像 ：diagnosis(abstract)；分类 cs.CV

DeFoG: Discrete Flow Matching for Graph Generation

Yiming Qin, Manuel Madeira, Dorina Thanou, Pascal Frossard

机构 * EPFL, Lausanne, Switzerland（苏黎世联邦理工学院） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.LG

Comments The first two authors contributed equally to this work. Accepted at International Conference on Machine Learning (ICML) 2025

Journal ref International Conference on Machine Learning (ICML) 2025

Improving Oral Cancer Outcomes Through Machine Learning and Dimensionality Reduction

Mohammad Subhi Al-Batah, Muhyeeddin Alqaraleh, Mowafaq Salem Alzboon

专题命中 病理影像 ：diagnosis(abstract)；分类 cs.LG

Journal ref Data and Metadata [Internet]. 2025 Jan. 2 [cited 2025 Jun. 11];3:.570

Do Multiple Instance Learning Models Transfer?

Daniel Shao, Richard J. Chen, Andrew H. Song, Joel Runevic, Ming Y. Lu, Tong Ding, Faisal Mahmood

机构 * Massachusetts Institute of Technology（麻省理工学院） ； Harvard University（哈佛大学） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments ICML 2025 (Spotlight). 20 pages, 8 figures

Spatial Transcriptomics Expression Prediction from Histopathology Based on Cross-Modal Mask Reconstruction and Contrastive Learning

Junzhuo Liu, Markus Eckstein, Zhixiang Wang, Friedrich Feuerhake, Dorit Merhof

专题命中 病理影像 ：diagnosis(abstract)；分类 cs.CV

Comments 20 pages, 7 figures

Investigating Quantum Feature Maps in Quantum Support Vector Machines for Lung Cancer Classification

My Youssef El Hafidi, Achraf Toufah, Mohamed Achraf Kadim

机构 * Quantum Physics and Spintronics Team, Condensed Matter Physics Laboratory (LPMC), Faculty of Sciences Ben M’Sik, Hassan II University of Casablanca, Morocco（量子物理与自旋电子学团队，凝聚态物理实验室（LPMC），科学学院本马克，卡萨布兰卡哈桑二世大学，摩洛哥） 纠错

专题命中 病理影像 ：diagnosis(abstract)；分类 cs.LG

Comments 14 pages, 7 figures

Multi-task Learning for Heterogeneous Data via Integrating Shared and Task-Specific Encodings

Yang Sui, Qi Xu, Yang Bai, Annie Qu

机构 * School of Statistics and Data Science, Shanghai University of Finance and Economics（上海财经大学统计与数据科学学院） ； Department of Statistics and Data Science, Carnegie Mellon University（卡内基梅隆大学统计与数据科学系） ； Department of Statistics, University of California, Irvine（加州大学 Irvine 分校统计系） 纠错

专题命中 病理影像 ：biomedical(abstract)；分类 cs.LG

Denoising Mutual Knowledge Distillation in Bi-Directional Multiple Instance Learning

Chen Shu, Boyu Fu, Yiman Li, Ting Yin, Wenchuan Zhang, Jie Chen, Yuhao Yi, Hong Bu

机构 * College of Computer Science, Sichuan University（四川大学计算机学院） ； Sichuan University-Pittsburgh Institute（四川大学匹兹堡研究院） ； Department of Pathology West China Hospital, Sichuan University（四川大学华西医院病理科部门） ； Institute of Clinical Pathology, West China Hospital, Sichuan University（四川大学华西医院临床病理研究所） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments 15 pages, 3 figures

Language Models, Graph Searching, and Supervision Adulteration: When More Supervision is Less and How to Make More More

Arvid Frydenlund

机构 * University of Toronto（多伦多大学） ； Vector Institute（向量研究所） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.LG

Comments ACL 2025 Main. A camera-ready version will follow in a few weeks. A reduced version of this work was also accepted to the Workshop on Spurious Correlation and Shortcut Learning: Foundations and Solutions (SCSL) at ICLR 2025

Context Matters: Query-aware Dynamic Long Sequence Modeling of Gigapixel Images

Zhengrui Guo, Qichen Sun, Jiabo Ma, Lishuang Feng, Jinzhuo Wang, Hao Chen

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments Accepted by ICML 2025

Pathobiological Dictionary Defining Pathomics and Texture Features: Addressing Understandable AI Issues in Personalized Liver Cancer; Dictionary Version LCP1.0

Mohammad R. Salmanpour, Seyed Mohammad Piri, Somayeh Sadat Mehrnia, Ahmad Shariftabrizi, Masume Allahmoradi, Venkata SK. Manem, Arman Rahmim, Ilker Hacihaliloglu

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments 29 pages, 4 figures and 1 table

Multimodal Cancer Survival Analysis via Hypergraph Learning with Cross-Modality Rebalance

Mingcheng Qu, Guang Yang, Donglin Di, Tonghua Su, Yue Gao, Yang Song, Lei Fan

机构 * Faculty of Computing, Harbin Institute of Technology（哈尔滨工业大学计算机学院） ； School of Software, Tsinghua University（清华大学软件学院） ； School of Computer Science and Engineering, UNSW Sydney（新南威尔士大学计算机科学与工程学院） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments accepted by IJCAI2025 Code: https://github.com/MCPathology/MRePath

BigReg: An Efficient Registration Pipeline for High-Resolution X-Ray and Light-Sheet Fluorescence Microscopy

Siyuan Mei, Fuxin Fan, Mareike Thies, Mingxuan Gu, Fabian Wagner, Oliver Aust, Ina Erceg, Zeynab Mirzaei, Georgiana Neag, Yipeng Sun, Yixing Huang, Andreas Maier

机构 * Pattern Recognition Lab, Friedrich-Alexander University Erlangen-Nuremberg（埃森哲-亚历山大-弗里德里希大学模式识别实验室） ； Department of Internal Medicine 3 - Rheumatology and Immunology, University Hospital Erlangen（埃森哲-亚历山大-弗里德里希大学内科学部3-风湿病和免疫学部） ； Fraunhofer Institute for Ceramic Technologies and Systems - IKTS（弗劳恩霍夫陶瓷技术与系统研究所-IKTS） ； Institute for Nanotechnology and Correlative Microscopy - INAM GmbH（纳米技术与相关显微镜研究所-INAM GmbH） ； Institute of Medical Technology, Peking University（北京大学医学技术研究所） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

WeGA: Weakly-Supervised Global-Local Affinity Learning Framework for Lymph Node Metastasis Prediction in Rectal Cancer

Yifan Gao, Yaoxian Dong, Wenbin Wu, Chaoyang Ge, Feng Yuan, Jiaxi Sheng, Haoyue Li, Xin Gao

专题命中 病理影像 ：MRI(abstract)；分类 eess.IV

Attention-based Generative Latent Replay: A Continual Learning Approach for WSI Analysis

Pratibha Kumari, Daniel Reisenbüchler, Afshin Bozorgpour, Nadine S. Schaadt, Friedrich Feuerhake, Dorit Merhof

机构 * Faculty of Informatics and Data Science, University of Regensburg（信息学院与数据科学学院，雷根施塔特大学） ； Institute of Pathology, Hannover Medical School（病理学研究所，汉诺威医学院） ； Fraunhofer Institute for Digital Medicine MEVIS（弗劳恩霍夫数字医学研究所MEVIS） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

A Hybrid Deep Learning and Model-Checking Framework for Accurate Brain Tumor Detection and Validation

Elhoucine Elfatimi, Lahcen El Fatimi, Hanifa Bouchaneb

专题命中 病理影像 ：medical image(abstract)；分类 cs.CV

Comments 22 pages, 8 figures

DiffKillR: Killing and Recreating Diffeomorphisms for Cell Annotation in Dense Microscopy Images

Chen Liu, Danqi Liao, Alejandro Parada-Mayorga, Alejandro Ribeiro, Marcello DiStasio, Smita Krishnaswamy

机构 * Yale University（耶鲁大学） ； University of Colorado Denver（科罗拉多大学丹佛分校） ； University of Pennsylvania（宾夕法尼亚大学） 纠错

专题命中 病理影像 ：biomedical(abstract)；分类 cs.CV

Comments ICASSP 2025, Oral Presentation

GRASP: GRAph-Structured Pyramidal Whole Slide Image Representation

Ali Khajegili Mirabadi, Graham Archibald, Amirali Darbandsari, Alberto Contreras-Sanz, Ramin Ebrahim Nakhli, Maryam Asadi, Allen Zhang, C. Blake Gilks, Peter Black, Gang Wang, Hossein Farahani, Ali Bashashati

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments Accepted in Learning Meaningful Representations of Life (LMRL) Workshop at ICLR 2025

ChatEXAONEPath: An Expert-level Multimodal Large Language Model for Histopathology Using Whole Slide Images

Sangwook Kim, Soonyoung Lee, Jongseong Jang

专题命中 病理影像 ：diagnosis(abstract)；分类 cs.CV

Weakly Semi-supervised Whole Slide Image Classification by Two-level Cross Consistency Supervision

Linhao Qu, Shiman Li, Xiaoyuan Luo, Shaolei Liu, Qinhao Guo, Manning Wang, Zhijian Song

专题命中 病理影像 ：diagnosis(abstract)；分类 cs.CV

HMIL: Hierarchical Multi-Instance Learning for Fine-Grained Whole Slide Image Classification

Cheng Jin, Luyang Luo, Huangjing Lin, Jun Hou, Hao Chen

专题命中 病理影像 ：diagnosis(abstract)；分类 cs.CV

Comments Accepted by TMI 2025

Global explainability of a deep abstaining classifier

Sayera Dhaubhadel, Jamaludin Mohd-Yusof, Benjamin H. McMahon, Trilce Estrada, Kumkum Ganguly, Adam Spannaus, John P. Gounley, Xiao-Cheng Wu, Eric B. Durbin, Heidi A. Hanson, Tanmoy Bhattacharya

专题命中 病理影像 ：pathology(abstract)；分类 cs.LG

GECKO: Gigapixel Vision-Concept Contrastive Pretraining in Histopathology

Saarthak Kapse, Pushpak Pati, Srikar Yellapragada, Srijan Das, Rajarsi R. Gupta, Joel Saltz, Dimitris Samaras, Prateek Prasanna

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Contrasting Low and High-Resolution Features for HER2 Scoring using Deep Learning

Ekansh Chauhan, Anila Sharma, Amit Sharma, Vikas Nishadham, Asha Ghughtyal, Ankur Kumar, Gurudutt Gupta, Anurag Mehta, C. V. Jawahar, P. K. Vinod

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV