Morphological Prototyping for Unsupervised Slide Representation Learning in Computational Pathology

19 May 2024

Andrew H. Song

Richard J. Chen

Tong Ding

Drew F. K. Williamson

Papers citing "Morphological Prototyping for Unsupervised Slide Representation Learning in Computational Pathology"

26 / 26 papers shown

Title
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
Prototype-Guided Diffusion for Digital Pathology: Achieving Foundation Model Performance with Minimal Clinical Data Ekaterina Redekop Mara Pleasure Vedrana Ivezić Zichen Wang Kimberly Flores Anthony Sisk W. Speier C. Arnold MedIm 33 0 0 15 Apr 2025
Agglomerating Large Vision Encoders via Distillation for VFSS Segmentation Chengxi Zeng Yuxuan Jiang Fan Zhang A. Gambaruto T. Burghardt MedIm 40 0 0 03 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 59 0 0 26 Mar 2025
A Prototype-Guided Coarse Annotations Refining Approach for Whole Slide Images Bingjian Yao Weiping Lin Yan He Zheng Wang Liangsheng Wang 27 0 0 25 Mar 2025
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 L. Zhang 44 0 0 25 Mar 2025
Slide-Level Prompt Learning with Vision Language Models for Few-Shot Multiple Instance Learning in Histopathology Devavrat Tomar Guillaume Vray Dwarikanath Mahapatra Sudipta Roy Jean-Philippe Thiran Behzad Bozorgtabar VLM 42 0 0 21 Mar 2025
Disentangled and Interpretable Multimodal Attention Fusion for Cancer Survival Prediction Aniek Eijpe Soufyan Lakbir Melis Erdal Cesur Sara P. Oliveira Sanne Abeln Wilson Silva 36 0 0 20 Mar 2025
HySurvPred: Multimodal Hyperbolic Embedding with Angle-Aware Hierarchical Contrastive Learning and Uncertainty Constraints for Survival Prediction Jiaqi Yang Wenting Chen Xiaohan Xing Sean He Xiaoling Luo Xinheng Lyu LinLin Shen Guoping Qiu 60 0 0 18 Mar 2025
Can We Simplify Slide-level Fine-tuning of Pathology Foundation Models? Jiawen Li Jiali Hu Qiehe Sun Renao Yan Minxi Ouyang Tian Guan Anjia Han Chao He Yonghong He MedIm 59 0 0 28 Feb 2025
This looks like what? Challenges and Future Research Directions for Part-Prototype Models Khawla Elhadri Tomasz Michalski Adam Wróbel Jorg Schlotterer Bartosz Zieliñski C. Seifert 84 0 0 13 Feb 2025
From Histopathology Images to Cell Clouds: Learning Slide Representations with Hierarchical Cell Transformer Zijiang Yang Zhongwei Qiu Tiancheng Lin Hanqing Chao Wanxing Chang ... Dakai Jin K. Yan Le Lu Hui Jiang Yun Bian DiffM 67 0 0 21 Dec 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 94 0 0 22 Nov 2024
Diagnostic Text-guided Representation Learning in Hierarchical Classification for Pathological Whole Slide Image Jiawen Li Qiehe Sun Renao Yan Yizhi Wang Yuqiu Fu Yani Wei Tian Guan Huijuan Shi Yonghonghe He Anjia Han 31 3 0 16 Nov 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 28 0 0 14 Oct 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
Mamba2MIL: State Space Duality Based Multiple Instance Learning for Computational Pathology Yuqi Zhang Xiaoqian Zhang Jiakai Wang Yuancheng Yang Taiying Peng Chao Tong Mamba 44 0 0 27 Aug 2024
Multistain Pretraining for Slide Representation Learning in Pathology Guillaume Jaume Anurag J. Vaidya Andrew Zhang Andrew H. Song Richard J. Chen S. Sahai Dandan Mo Emilio Madrigal L. Le Faisal Mahmood 28 11 0 05 Aug 2024
Multimodal Prototyping for cancer survival prediction Andrew H. Song Richard J. Chen Guillaume Jaume Anurag J. Vaidya Alexander S. Baras Faisal Mahmood 24 12 0 28 Jun 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 29 13 0 27 Jun 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 21 0 19 May 2024
TPMIL: Trainable Prototype Enhanced Multiple Instance Learning for Whole Slide Image Classification Litao Yang Deval Mehta Sidong Liu Dwarikanath Mahapatra A. Di Ieva Zongyuan Ge 24 5 0 01 May 2023
Modeling Dense Multimodal Interactions Between Biological Pathways and Histology for Survival Prediction Guillaume Jaume Anurag J. Vaidya Richard J. Chen Drew F. K. Williamson Paul Pu Liang Faisal Mahmood 27 39 0 13 Apr 2023
Interventional Bag Multi-Instance Learning On Whole-Slide Pathological Images Tiancheng Lin Zhimiao Yu Hongyu Hu Yi Xu Changyi Chen 50 76 0 13 Mar 2023
Hierarchical discriminative learning improves visual representations of biomedical microscopy Cheng Jiang X. Hou A. Kondepudi Asadur Chowdury C. Freudiger D. Orringer Honglak Lee Todd C. Hollon 18 12 0 02 Mar 2023