Hierarchical Text-to-Vision Self Supervised Alignment for Improved
Histopathology Representation Learning

Hierarchical Text-to-Vision Self Supervised Alignment for Improved Histopathology Representation Learning

21 March 2024

Hasindri Watawana

Kanchana Ranasinghe

Muzammal Naseer

Salman Khan

Fahad Shahbaz Khan

Papers citing "Hierarchical Text-to-Vision Self Supervised Alignment for Improved Histopathology Representation Learning"

15 / 15 papers shown

Title
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 76 46 0 24 Jul 2023
Language-based Action Concept Spaces Improve Video Self-Supervised Learning Kanchana Ranasinghe Michael S. Ryoo SSL VLM 86 12 0 20 Jul 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 280 125 0 20 Jun 2023
Visual Language Pretrained Multiple Instance Zero-Shot Transfer for Histopathology Images Ming Y. Lu Bowen Chen Andrew Zhang Drew F. K. Williamson Richard J. Chen Tong Ding L. Le Yung-Sung Chuang Faisal Mahmood VLM MedIm 176 102 0 13 Jun 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 63 13 0 02 Mar 2023
Scaling Vision Transformers to Gigapixel Images via Hierarchical Self-Supervised Learning Richard J. Chen Chengkuan Chen Yicong Li Tiffany Y. Chen A. Trister Rahul G. Krishnan Faisal Mahmood ViT MedIm 94 424 0 06 Jun 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 532 4,360 0 28 Jan 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 460 7,757 0 11 Nov 2021
Self-Supervised Representation Learning using Visual Field Expansion on Digital Pathology Joseph Boyd Mykola Liashuha Eric Deutsch Nikos Paragios Stergios Christodoulidis Maria Vakalopoulou MedIm 56 35 0 07 Sep 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 685 6,079 0 29 Apr 2021
Self supervised contrastive learning for digital histopathology Ozan Ciga Tony Xu Anne L. Martel SSL 148 317 0 27 Nov 2020
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 253 4,054 0 20 Nov 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 368 6,806 0 13 Jun 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 149 4,547 0 23 Apr 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 369 18,778 0 13 Feb 2020

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