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"

28 / 78 papers shown

Title
CT-GLIP: 3D Grounded Language-Image Pretraining with CT Scans and Radiology Reports for Full-Body Scenarios Jingyang Lin Yingda Xia Jianpeng Zhang Ke Yan Le Lu Jiebo Luo Ling Zhang VLM LM&MA MedIm 37 3 0 23 Apr 2024
Knowledge-enhanced Visual-Language Pretraining for Computational Pathology Xiao Zhou Xiaoman Zhang Chaoyi Wu Ya-Qin Zhang Weidi Xie Yanfeng Wang VLM 27 6 0 15 Apr 2024
Foundation Model for Advancing Healthcare: Challenges, Opportunities, and Future Directions Yuting He Fuxiang Huang Xinrui Jiang Yuxiang Nie Minghao Wang Jiguang Wang Hao Chen LM&MA AI4CE 71 27 0 04 Apr 2024
Hierarchical Text-to-Vision Self Supervised Alignment for Improved Histopathology Representation Learning Hasindri Watawana Kanchana Ranasinghe Tariq Mahmood Muzammal Naseer Salman Khan Fahad Shahbaz Khan SSL 38 3 0 21 Mar 2024
PathM3: A Multimodal Multi-Task Multiple Instance Learning Framework for Whole Slide Image Classification and Captioning Qifeng Zhou Wenliang Zhong Yuzhi Guo Michael Xiao Hehuan Ma Junzhou Huang 41 9 0 13 Mar 2024
HistGen: Histopathology Report Generation via Local-Global Feature Encoding and Cross-modal Context Interaction Zhengrui Guo Jiabo Ma Ying Xu Yihui Wang Liansheng Wang Hao Chen 47 16 0 08 Mar 2024
Self-Supervised Multiple Instance Learning for Acute Myeloid Leukemia Classification Salome Kazeminia Max Joosten D. Bosnacki Carsten Marr 14 2 0 08 Mar 2024
A self-supervised framework for learning whole slide representations X. Hou Cheng Jiang A. Kondepudi Yiwei Lyu Asadur Chowdury Honglak Lee Todd C. Hollon MedIm 26 5 0 09 Feb 2024
Exploring the Transferability of a Foundation Model for Fundus Images: Application to Hypertensive Retinopathy Julio Silva-Rodríguez Jihed Chelbi Waziha Kabir H. Chakor Jose Dolz Ismail Ben Ayed Riadh Kobbi MedIm 39 0 0 27 Jan 2024
Data-Centric Foundation Models in Computational Healthcare: A Survey Yunkun Zhang Jin Gao Zheling Tan Lingfeng Zhou Kexin Ding Mu Zhou Shaoting Zhang Dequan Wang AI4CE 21 22 0 04 Jan 2024
SI-MIL: Taming Deep MIL for Self-Interpretability in Gigapixel Histopathology S. Kapse Pushpak Pati Srijan Das Jingwei Zhang Chao Chen Maria Vakalopoulou Joel H. Saltz Dimitris Samaras Rajarsi R. Gupta Prateek Prasanna 20 10 0 22 Dec 2023
A Foundational Multimodal Vision Language AI Assistant for Human Pathology Ming Y. Lu Bowen Chen Drew F. K. Williamson Richard J. Chen Kenji Ikamura ... Ivy Liang L. Le Tong Ding Anil V. Parwani Faisal Mahmood MedIm LM&MA 26 20 0 13 Dec 2023
TransMed: Large Language Models Enhance Vision Transformer for Biomedical Image Classification Kaipeng Zheng Weiran Huang Lichao Sun LM&MA MedIm VLM 25 0 0 12 Dec 2023
Medical Vision Language Pretraining: A survey Prashant Shrestha Sanskar Amgain Bidur Khanal Cristian A. Linte Binod Bhattarai VLM 27 14 0 11 Dec 2023
WsiCaption: Multiple Instance Generation of Pathology Reports for Gigapixel Whole-Slide Images Pingyi Chen Honglin Li Chenglu Zhu Sunyi Zheng Zhongyi Shui Lin Yang 13 5 0 27 Nov 2023
Automatic Report Generation for Histopathology images using pre-trained Vision Transformers S. Sengupta Donald E. Brown VLM MedIm ViT 24 8 0 10 Nov 2023
Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision Bobby Azad Reza Azad Sania Eskandari Afshin Bozorgpour A. Kazerouni I. Rekik Dorit Merhof VLM MedIm 93 59 0 28 Oct 2023
An Empirical Analysis for Zero-Shot Multi-Label Classification on COVID-19 CT Scans and Uncurated Reports Ethan Dack Lorenzo Brigato Matthew McMurray Matthias Fontanellaz Thomas Frauenfelder ... Thomas Geiser M. Funke-Chambour Andreas Christe L. Ebner S. Mougiakakou 10 2 0 04 Sep 2023
PathLDM: Text conditioned Latent Diffusion Model for Histopathology Srikar Yellapragada Alexandros Graikos Prateek Prasanna Tahsin M. Kurc Joel H. Saltz Dimitris Samaras AI4CE 24 34 0 01 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
Structural Cycle GAN for Virtual Immunohistochemistry Staining of Gland Markers in the Colon Shikha Dubey Tushar Kataria Beatrice S. Knudsen Shireen Elhabian 6 6 0 25 Aug 2023
A Foundation Language-Image Model of the Retina (FLAIR): Encoding Expert Knowledge in Text Supervision Julio Silva-Rodríguez H. Chakor Riadh Kobbi Jose Dolz Ismail Ben Ayed VLM MedIm 64 33 0 15 Aug 2023
Towards a Visual-Language Foundation Model for Computational Pathology Ming Y. Lu Bowen Chen Drew F. K. Williamson Richard J. Chen Ivy Liang ... Andrew Zhang L. Le Georg Gerber Anil V. Parwani Faisal Mahmood VLM MedIm 33 46 0 24 Jul 2023
The Rise of AI Language Pathologists: Exploring Two-level Prompt Learning for Few-shot Weakly-supervised Whole Slide Image Classification Linhao Qu X. Luo Kexue Fu Manning Wang Zhijian Song 22 22 0 29 May 2023
Dual-distribution discrepancy with self-supervised refinement for anomaly detection in medical images Yu Cai Hao Chen Xin Yang Yu Zhou Kwang-Ting Cheng 18 45 0 09 Oct 2022
CLOOB: Modern Hopfield Networks with InfoLOOB Outperform CLIP Andreas Fürst Elisabeth Rumetshofer Johannes Lehner Viet-Hung Tran Fei Tang ... David P. Kreil Michael K Kopp G. Klambauer Angela Bitto-Nemling Sepp Hochreiter VLM CLIP 199 102 0 21 Oct 2021
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 211 1,654 0 15 Oct 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 293 3,683 0 11 Feb 2021