Visual Language Pretrained Multiple Instance Zero-Shot Transfer for Histopathology Images

13 June 2023

Ming Y. Lu

Bowen Chen

Andrew Zhang

Drew F. K. Williamson

Papers citing "Visual Language Pretrained Multiple Instance Zero-Shot Transfer for Histopathology Images"

50 / 78 papers shown

Title
Histo-Miner: Deep Learning based Tissue Features Extraction Pipeline from H&E Whole Slide Images of Cutaneous Squamous Cell Carcinoma Lucas Sancéré Carina Lorenz Doris Helbig Oana-Diana Persa Sonja Dengler ... Martim Laimer Anne Fröhlich Jennifer Landsberg Johannes Brägelmann Katarzyna Bozek 39 0 0 07 May 2025
Lifelong Whole Slide Image Analysis: Online Vision-Language Adaptation and Past-to-Present Gradient Distillation Doanh C. Bui H. Pham V. Le T. Vu Van Duy Tran Khang Phuoc-Quy Nguyen Y. Nakashima CLL MedIm 24 0 0 04 May 2025
Investigating Zero-Shot Diagnostic Pathology in Vision-Language Models with Efficient Prompt Design Vasudev Sharma Ahmed Alagha Abdelhakim Khellaf Vincent Quoc-Huy Trinh Mahdi S. Hosseini 33 0 0 30 Apr 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 66 0 0 26 Apr 2025
ZeroSlide: Is Zero-Shot Classification Adequate for Lifelong Learning in Whole-Slide Image Analysis in the Era of Pathology Vision-Language Foundation Models? Doanh C. Bui H. Pham V. Le Tuan Hai Vu Van Duy Tran Y. Nakashima VLM 25 1 0 22 Apr 2025
ChatEXAONEPath: An Expert-level Multimodal Large Language Model for Histopathology Using Whole Slide Images S. Kim Soonyoung Lee Jongseong Jang LM&MA 28 0 0 17 Apr 2025
Dynamic Importance in Diffusion U-Net for Enhanced Image Synthesis Xi Wang Ziqi He Yang Zhou 37 0 0 04 Apr 2025
GECKO: Gigapixel Vision-Concept Contrastive Pretraining in Histopathology S. Kapse Pushpak Pati Srikar Yellapragada Srijan Das Rajarsi R. Gupta Joel H. Saltz Dimitris Samaras Prateek Prasanna VLM 41 0 0 01 Apr 2025
Cross-Modal Prototype Allocation: Unsupervised Slide Representation Learning via Patch-Text Contrast in Computational Pathology Yuxuan Chen Jiawen Li Jiali Hu Xitong Ling Tian Guan Anjia Han Yonghong He 62 0 0 26 Mar 2025
SMILE: a Scale-aware Multiple Instance Learning Method for Multicenter STAS Lung Cancer Histopathology Diagnosis Liangrui Pan Xiaoyu Li Yutao Dou Qiya Song Jiadi Luo Qingchun Liang Shaoliang Peng 36 0 0 18 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
Leveraging Vision-Language Embeddings for Zero-Shot Learning in Histopathology Images M. Rahaman Ewan K. A. Millar Erik H. W. Meijering VLM 56 0 0 13 Mar 2025
Towards Robust Multimodal Representation: A Unified Approach with Adaptive Experts and Alignment Nazanin Moradinasab S. Sengupta Jiebei Liu Sana Syed Donald Brown 58 0 0 12 Mar 2025
Multi-Modal Foundation Models for Computational Pathology: A Survey Dong Li Guihong Wan Xintao Wu Xinyu Wu Xiaohui Chen Yi He Christine G. Lian Peter K. Sorger Yevgeniy R. Semenov Chen Zhao MedIm 44 0 0 12 Mar 2025
DELST: Dual Entailment Learning for Hyperbolic Image-Gene Pretraining in Spatial Transcriptomics Xulin Chen Junzhou Huang 34 0 0 02 Mar 2025
Prompt as Knowledge Bank: Boost Vision-language model via Structural Representation for zero-shot medical detection Yuguang Yang Tongfei Chen Haoyu Huang Linlin Yang Chunyu Xie Dawei Leng Xianbin Cao Baochang Zhang MedIm 39 0 0 22 Feb 2025
MedForge: Building Medical Foundation Models Like Open Source Software Development Zheling Tan Kexin Ding Jin Gao Mu Zhou Dimitris N. Metaxas Shaoting Zhang Dequan Wang AI4CE 45 1 0 22 Feb 2025
ViLa-MIL: Dual-scale Vision-Language Multiple Instance Learning for Whole Slide Image Classification Jiangbo Shi Chen Li Tieliang Gong Yefeng Zheng Huazhu Fu VLM 60 5 0 12 Feb 2025
BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs Sheng Zhang Yanbo Xu Naoto Usuyama Hanwen Xu J. Bagga ... Carlo Bifulco M. Lungren Tristan Naumann Sheng Wang Hoifung Poon LM&MA MedIm 151 198 0 10 Jan 2025
Implementing Trust in Non-Small Cell Lung Cancer Diagnosis with a Conformalized Uncertainty-Aware AI Framework in Whole-Slide Images Xiaoge Zhang Tao Wang Chao Yan Fedaa Najdawi Kai Zhou Yuan Ma Yiu-ming Cheung Bradley Malin MedIm 35 0 0 03 Jan 2025
Aligning Knowledge Concepts to Whole Slide Images for Precise Histopathology Image Analysis Weiqin Zhao Ziyu Guo Yinshuang Fan Yuming Jiang Maximus C. F. Yeung Lequan Yu 69 3 0 27 Nov 2024
FOCUS: Knowledge-enhanced Adaptive Visual Compression for Few-shot Whole Slide Image Classification Zhengrui Guo Conghao Xiong Jiabo Ma Qichen Sun Lishuang Feng Jinzhuo Wang Hao Chen 120 0 0 22 Nov 2024
RankByGene: Gene-Guided Histopathology Representation Learning Through Cross-Modal Ranking Consistency Wentao Huang Meilong Xu Xiaoling Hu Shahira Abousamra Aniruddha Ganguly ... Prateek Prasanna Tahsin M. Kurc Joel H. Saltz Michael L. Miller C. L. P. Chen 78 0 0 22 Nov 2024
Graph Domain Adaptation with Dual-branch Encoder and Two-level Alignment for Whole Slide Image-based Survival Prediction Yuntao Shou Peiqiang Yan Xingjian Yuan Xiangyong Cao Qian Zhao Deyu Meng OOD MedIm 85 5 0 21 Nov 2024
Cross-Patient Pseudo Bags Generation and Curriculum Contrastive Learning for Imbalanced Multiclassification of Whole Slide Image Yonghuang Wu Xuan Xie Xinyuan Niu Chengqian Zhao Jinhua Yu 25 0 0 18 Nov 2024
AttriPrompter: Auto-Prompting with Attribute Semantics for Zero-shot Nuclei Detection via Visual-Language Pre-trained Models Yongjian Wu Yang Zhou Jiya Saiyin Bingzheng Wei M. Lai Jianzhong Shou Yan Xu VLM MedIm 25 1 0 22 Oct 2024
MI-VisionShot: Few-shot adaptation of vision-language models for slide-level classification of histopathological images Pablo Meseguer Rocío del Amor Valery Naranjo VLM 24 0 0 21 Oct 2024
Queryable Prototype Multiple Instance Learning with Vision-Language Models for Incremental Whole Slide Image Classification Jiaxiang Gou Luping Ji Pei Liu Mao Ye VLM 30 0 0 14 Oct 2024
Clinical-grade Multi-Organ Pathology Report Generation for Multi-scale Whole Slide Images via a Semantically Guided Medical Text Foundation Model J. Tan SeungKyu Kim Eunsu Kim Sung Hak Lee Sangjeong Ahn Won-Ki Jeong 24 1 0 23 Sep 2024
Interpretable Vision-Language Survival Analysis with Ordinal Inductive Bias for Computational Pathology Pei Liu Luping Ji Jiaxiang Gou Bo Fu Mao Ye 21 2 0 14 Sep 2024
OrthoDoc: Multimodal Large Language Model for Assisting Diagnosis in Computed Tomography Youzhu Jin Yichen Zhang LM&MA 36 1 0 30 Aug 2024
Mamba2MIL: State Space Duality Based Multiple Instance Learning for Computational Pathology Yuqi Zhang Xiaoqian Zhang Jiakai Wang Yuancheng Yang Taiying Peng Chao Tong Mamba 50 0 0 27 Aug 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
HistoGym: A Reinforcement Learning Environment for Histopathological Image Analysis Zhi-Bo Liu Xiaobo Pang Jizhao Wang Shuai Liu Chen Li 37 1 0 16 Aug 2024
A Multimodal Knowledge-enhanced Whole-slide Pathology Foundation Model Yingxue Xu Yihui Wang Fengtao Zhou Jiabo Ma Shu Yang ... Anjia Han Ronald Cheong Kin Chan Li Liang Xiuming Zhang Hao Chen 31 13 0 22 Jul 2024
Pathology-knowledge Enhanced Multi-instance Prompt Learning for Few-shot Whole Slide Image Classification Linhao Qu Dingkang Yang Dan Huang Qinhao Guo Rongkui Luo Shaoting Zhang Xiaosong Wang VLM 41 6 0 15 Jul 2024
WSI-VQA: Interpreting Whole Slide Images by Generative Visual Question Answering Pingyi Chen Chenglu Zhu Sunyi Zheng Honglin Li Lin Yang 39 6 0 08 Jul 2024
PathAlign: A vision-language model for whole slide images in histopathology Faruk Ahmed Andrew Sellergren Lin Yang Shawn Xu Boris Babenko ... S. Shetty Daniel Golden Yun-hui Liu David F. Steiner Ellery Wulczyn LM&MA VLM 34 14 0 27 Jun 2024
Foundational Models for Pathology and Endoscopy Images: Application for Gastric Inflammation H. Kerdegari Kyle Higgins Dennis Veselkov I. Laponogov I. Poļaka ... Junior Andrea Pescino M. Leja M. Dinis-Ribeiro T. F. Kanonnikoff Kirill Veselkov 35 3 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 44 28 0 23 Jun 2024
A Comprehensive Survey of Scientific Large Language Models and Their Applications in Scientific Discovery Yu Zhang Xiusi Chen Bowen Jin Sheng Wang Shuiwang Ji Wei Wang Jiawei Han 40 27 0 16 Jun 2024
BrainFounder: Towards Brain Foundation Models for Neuroimage Analysis Joseph Cox Peng Liu Skylar E. Stolte Yunchao Yang Kang Liu Kyle B. See Huiwen Ju Ruogu Fang MedIm 21 13 0 14 Jun 2024
Advancing Histopathology-Based Breast Cancer Diagnosis: Insights into Multi-Modality and Explainability F. Abdullakutty Y. Akbari S. Al-Maadeed Ahmed Bouridane R. Hamoudi 33 1 0 07 Jun 2024
CPLIP: Zero-Shot Learning for Histopathology with Comprehensive Vision-Language Alignment Sajid Javed Arif Mahmood I. I. Ganapathi Fayaz Ali Dharejo N. Werghi Mohammed Bennamoun VLM LM&MA 37 11 0 07 Jun 2024
SleepFM: Multi-modal Representation Learning for Sleep Across Brain Activity, ECG and Respiratory Signals Rahul Thapa Bryan He Magnus Ruud Kjær IV HyattE.Moore Gauri Ganjoo Emmanuel Mignot James Y. Zou 20 12 0 28 May 2024
Boosting Medical Image-based Cancer Detection via Text-guided Supervision from Reports Guangyu Guo Jiawen Yao Yingda Xia Tony C. W. Mok Zhilin Zheng Junwei Han Le Lu Dingwen Zhang Jian Zhou Ling Zhang 32 1 0 23 May 2024
Morphological Prototyping for Unsupervised Slide Representation Learning in Computational Pathology Andrew H. Song Richard J. Chen Tong Ding Drew F. K. Williamson Guillaume Jaume Faisal Mahmood MedIm 41 27 0 19 May 2024
Transcriptomics-guided Slide Representation Learning in Computational Pathology Guillaume Jaume Lukas Oldenburg Anurag J. Vaidya Richard J. Chen Drew F. K. Williamson Thomas Peeters Andrew H. Song Faisal Mahmood 40 22 0 19 May 2024
PRISM: A Multi-Modal Generative Foundation Model for Slide-Level Histopathology George Shaikovski Adam Casson Kristen Severson Eric Zimmermann Yi Kan Wang ... Peter Hamilton William A. Moye Eugene Vorontsov Siqi Liu Thomas J. Fuchs MedIm 35 23 0 16 May 2024
Deep Learning-based Prediction of Breast Cancer Tumor and Immune Phenotypes from Histopathology Tiago B. Gonccalves Dagoberto Pulido-Arias Julian Willett K. Hoebel Mason C. Cleveland ... Elizabeth R Gerstner Jayashree Kalpathy-Cramer Jaime S. Cardoso Christopher P. Bridge Albert E. Kim 18 2 0 25 Apr 2024