Title
Multi-Modal Explainable Medical AI Assistant for Trustworthy Human-AI Collaboration Honglong Yang Shanshan Song Yi Qin Lehan Wang Haonan Wang Xinpeng Ding Qixiang Zhang Bodong Du X. Li LM&MA 19 0 0 11 May 2025
DCS-ST for Classification of Breast Cancer Histopathology Images with Limited Annotations Liu Suxing Byungwon Min 25 0 0 06 May 2025
Multi-Resolution Pathology-Language Pre-training Model with Text-Guided Visual Representation Shahad Albastaki Anabia Sohail I. I. Ganapathi B. Alawode Asim Khan Sajid Javed N. Werghi Mohammed Bennamoun Arif Mahmood 63 0 0 26 Apr 2025
HRScene: How Far Are VLMs from Effective High-Resolution Image Understanding? Yusen Zhang Wenliang Zheng Aashrith Madasu Peng Shi Ryo Kamoi ... Ranran Haoran Zhang Avitej Iyer Renze Lou Wenpeng Yin Rui Zhang 63 0 0 25 Apr 2025
CLIP-IT: CLIP-based Pairing for Histology Images Classification Banafsheh Karimian Giulia Avanzato Soufian Belharbi Luke McCaffrey Mohammadhadi Shateri Eric Granger VLM 46 0 0 22 Apr 2025
A Multi-Stage Auto-Context Deep Learning Framework for Tissue and Nuclei Segmentation and Classification in H&E-Stained Histological Images of Advanced Melanoma Nima Torbati Anastasia Meshcheryakova Diana Mechtcheriakova Amirreza Mahbod 32 0 0 31 Mar 2025
Revisiting Automatic Data Curation for Vision Foundation Models in Digital Pathology Boqi Chen Cédric Vincent-Cuaz Lydia A. Schoenpflug Manuel Madeira Lisa Fournier ... D. Thanou V. Koelzer Pascal Frossard Gabriele Campanella Gunnar Rätsch 46 0 0 24 Mar 2025
How Good is my Histopathology Vision-Language Foundation Model? A Holistic Benchmark Roba Al Majzoub H. Malik Muzammal Naseer Zaigham Zaheer Tariq Mahmood Salman Khan Fahad A Khan VLM 58 0 0 17 Mar 2025
SPIDER: A Comprehensive Multi-Organ Supervised Pathology Dataset and Baseline Models Dmitry Nechaev Alexey Pchelnikov Ekaterina Ivanova 60 0 0 04 Mar 2025
Unlocking adaptive digital pathology through dynamic feature learning Jiawen Li Tian Guan Qingxin Xia Y. Wang Xitong Ling ... Xiu-Wu Bian Z. Wang Lingchuan Guo Chao He Yonghong He AI4CE 32 0 0 31 Dec 2024
Benchmarking Pathology Foundation Models: Adaptation Strategies and Scenarios Jeaung Lee Jeewoo Lim Keunho Byeon Jin Tae Kwak 17 3 0 21 Oct 2024
Beyond Labels: A Self-Supervised Framework with Masked Autoencoders and Random Cropping for Breast Cancer Subtype Classification Annalisa Chiocchetti Marco Dossena Christopher Irwin Luigi Portinale 19 0 0 15 Oct 2024
Comparative Analysis and Ensemble Enhancement of Leading CNN Architectures for Breast Cancer Classification Gary Murphy Raghubir Singh 16 2 0 04 Oct 2024
Self-eXplainable AI for Medical Image Analysis: A Survey and New Outlooks Junlin Hou Sicen Liu Yequan Bie Hongmei Wang Andong Tan Luyang Luo Hao Chen XAI 20 3 0 03 Oct 2024
Enhancing GANs with Contrastive Learning-Based Multistage Progressive Finetuning SNN and RL-Based External Optimization Osama Mustafa MedIm 20 0 0 30 Sep 2024
Efficient Quality Control of Whole Slide Pathology Images with Human-in-the-loop Training Abhijeet Patil Harsh Diwakar Jay Sawant Nikhil Cherian Kurian Subhash Yadav Swapnil Rane Tripti Bameta Amit Sethi OOD 19 15 0 29 Sep 2024
Tissue Concepts: supervised foundation models in computational pathology Till Nicke Jan Raphael Schaefer Henning Hoefener Friedrich Feuerhake Dorit Merhof Fabian Kiessling Johannes Lotz MedIm 31 0 0 05 Sep 2024
A New Era in Computational Pathology: A Survey on Foundation and Vision-Language Models Dibaloke Chanda Milan Aryal Nasim Yahya Soltani Masoud Ganji AI4CE VLM 34 7 0 23 Aug 2024
PA-LLaVA: A Large Language-Vision Assistant for Human Pathology Image Understanding Dawei Dai Yuanhui Zhang Long Xu Qianlan Yang Xiaojing Shen Shuyin Xia Guoyin Wang LM&MA VLM 21 6 0 18 Aug 2024
PathGen-1.6M: 1.6 Million Pathology Image-text Pairs Generation through Multi-agent Collaboration Yuxuan Sun Yunlong Zhang Yixuan Si Chenglu Zhu Zhongyi Shui Kai Zhang Jingxiong Li Xingheng Lyu Tao Lin Lin Yang LM&MA VLM MedIm 23 10 0 28 Jun 2024
Joint Stream: Malignant Region Learning for Breast Cancer Diagnosis Abdul Rehman Sarfaraz Hussein Waqas Sultani 16 2 0 26 Jun 2024
HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis Guillaume Jaume Paul Doucet Andrew H. Song Ming Y. Lu Cristina Almagro-Pérez ... Anurag J. Vaidya Richard J. Chen Drew F. K. Williamson Ahrong Kim Faisal Mahmood 38 28 0 23 Jun 2024
Comparison of fine-tuning strategies for transfer learning in medical image classification Ana Davila Jacinto Colan Yasuhisa Hasegawa 19 17 0 14 Jun 2024
Classification of Breast Cancer Histopathology Images using a Modified Supervised Contrastive Learning Method Matina Mahdizadeh Sani Ali Royat M. Baghshah 31 0 0 06 May 2024
Knowledge-enhanced Visual-Language Pretraining for Computational Pathology Xiao Zhou Xiaoman Zhang Chaoyi Wu Ya-Qin Zhang Weidi Xie Yanfeng Wang VLM 21 6 0 15 Apr 2024
PM2: A New Prompting Multi-modal Model Paradigm for Few-shot Medical Image Classification Zhenwei Wang Qiule Sun Bingbing Zhang Pengfei Wang Jianxin Zhang Qiang Zhang VLM 33 1 0 13 Apr 2024
Towards Large-Scale Training of Pathology Foundation Models kaiko.ai N. Aben Edwin D. de Jong Ioannis Gatopoulos Nicolas Kanzig Mikhail Karasikov Axel Lagré Roman Moser J. Doorn Fei Tang MedIm AI4CE 29 8 0 24 Mar 2024
OmniMedVQA: A New Large-Scale Comprehensive Evaluation Benchmark for Medical LVLM Yutao Hu Tian-Xin Li Quanfeng Lu Wenqi Shao Junjun He Yu Qiao Ping Luo ELM LM&MA 23 50 0 14 Feb 2024
PathMMU: A Massive Multimodal Expert-Level Benchmark for Understanding and Reasoning in Pathology Yuxuan Sun Hao Wu Chenglu Zhu Sunyi Zheng Qizi Chen ... Mengyue Zheng Jingxiong Li Xinheng Lyu Tao Lin Lin Yang LM&MA 11 10 0 29 Jan 2024
Artificial Intelligence for Digital and Computational Pathology Andrew H. Song Guillaume Jaume Drew F. K. Williamson Ming Y. Lu Anurag J. Vaidya Tiffany R. Miller Faisal Mahmood AI4CE 24 124 0 13 Dec 2023
Digital Histopathology with Graph Neural Networks: Concepts and Explanations for Clinicians Alessandro Farace di Villaforesta Lucie Charlotte Magister Pietro Barbiero Pietro Lió 25 1 0 04 Dec 2023
Overcoming Data Scarcity in Biomedical Imaging with a Foundational Multi-Task Model Raphael Schäfer Till Nicke Henning Höfener Annkristin Lange Dorit Merhof Friedrich Feuerhake Volkmar Schulz Johannes Lotz Fabian Kiessling VLM 14 15 0 16 Nov 2023
Data efficient deep learning for medical image analysis: A survey Suruchi Kumari Pravendra Singh 19 12 0 10 Oct 2023
Improved Breast Cancer Diagnosis through Transfer Learning on Hematoxylin and Eosin Stained Histology Images Fahad Ahmed Reem Abdel-Salam Leon Hamnett M. Adewunmi T. Ayano 17 2 0 15 Sep 2023
Improving Generalization Capability of Deep Learning-Based Nuclei Instance Segmentation by Non-deterministic Train Time and Deterministic Test Time Stain Normalization A. Mahbod Georg Dorffner Isabella Ellinger Ramona Woitek Sepideh Hatamikia 36 5 0 12 Sep 2023
A General-Purpose Self-Supervised Model for Computational Pathology Richard J. Chen Tong Ding Ming Y. Lu Drew F. K. Williamson Guillaume Jaume ... Judy J. Wang Walt Williams L. Le Georg Gerber Faisal Mahmood MedIm 20 42 0 29 Aug 2023
Automatic Data Augmentation Learning using Bilevel Optimization for Histopathological Images Saypraseuth Mounsaveng I. Laradji David Vázquez M. Pedersoli Ismail Ben Ayed OOD 14 1 0 21 Jul 2023
Heterogeneous graphs model spatial relationships between biological entities for breast cancer diagnosis K. AkhilaKrishna Ravish Gupta Nikhil Cherian Kurian Pranav Jeevan A. Sethi 8 1 0 16 Jul 2023
MedLSAM: Localize and Segment Anything Model for 3D CT Images Wenhui Lei Xu Wei Xiaofan Zhang Kang Li Shaoting Zhang MedIm 11 3 0 26 Jun 2023
Quilt-1M: One Million Image-Text Pairs for Histopathology Wisdom O. Ikezogwo M. S. Seyfioglu Fatemeh Ghezloo Dylan Stefan Chan Geva Fatwir Sheikh Mohammed Pavan Kumar Anand Ranjay Krishna Linda G. Shapiro CLIP VLM 125 101 0 20 Jun 2023
An Accelerated Pipeline for Multi-label Renal Pathology Image Segmentation at the Whole Slide Image Level Haoju Leng Ruining Deng Zuhayr Asad R. M. Womick Haichun Yang L. Wan Yuankai Huo MedIm 11 1 0 23 May 2023
KS-GNNExplainer: Global Model Interpretation Through Instance Explanations On Histopathology images Sina Abdous R. Abdollahzadeh M. Rohban 32 1 0 14 Apr 2023
Deep Learning in Breast Cancer Imaging: A Decade of Progress and Future Directions Luyang Luo Xi Wang Yi-Mou Lin Xiaoqi Ma Andong Tan R. Chan V. Vardhanabhuti W. C. Chu Kwang-Ting Cheng Hao Chen 20 46 0 13 Apr 2023
Digital staining in optical microscopy using deep learning -- a review Lucas Kreiss Shaowei Jiang Xiang Li Shiqi Xu Kevin C Zhou ... Seung Ah Lee G. Zheng Kyle J. Lafata O. Friedrich R. Horstmeyer 37 14 0 14 Mar 2023
Multi-site, Multi-domain Airway Tree Modeling (ATM'22): A Public Benchmark for Pulmonary Airway Segmentation Minghui Zhang Yang Wu Hanxiao Zhang Yulei Qin Hao Zheng ... Raúl San José Estépar C. Espinosa Jiayuan Sun Guang-Zhong Yang Yun Gu 13 12 0 10 Mar 2023
Unimodal Distributions for Ordinal Regression J. S. Cardoso Ricardo P. M. Cruz Tomé Albuquerque 11 2 0 08 Mar 2023
Weakly Supervised Joint Whole-Slide Segmentation and Classification in Prostate Cancer Pushpak Pati Guillaume Jaume Zeineb Ayadi Kevin Thandiackal Behzad Bozorgtabar M. Gabrani O. Goksel 14 17 0 07 Jan 2023
Benchmarking Self-Supervised Learning on Diverse Pathology Datasets Mingu Kang Heon Song Seonwook Park Donggeun Yoo Sérgio Pereira 11 124 0 09 Dec 2022
ISIM: Iterative Self-Improved Model for Weakly Supervised Segmentation Cenk Bircanoglu N. Arica VLM 18 5 0 22 Nov 2022
Data Models for Dataset Drift Controls in Machine Learning With Optical Images Luis Oala Marco Aversa Gabriel Nobis Kurt Willis Yoan Neuenschwander ... E. Pomarico Wojciech Samek Roderick Murray-Smith Christoph Clausen B. Sanguinetti 11 5 0 04 Nov 2022