A Foundation Language-Image Model of the Retina (FLAIR): Encoding Expert Knowledge in Text Supervision

15 August 2023

Julio Silva-Rodríguez

Jose Dolz

Papers citing "A Foundation Language-Image Model of the Retina (FLAIR): Encoding Expert Knowledge in Text Supervision"

25 / 25 papers shown

Title
A Reality Check of Vision-Language Pre-training in Radiology: Have We Progressed Using Text? Julio Silva-Rodríguez Jose Dolz Ismail ben Ayed VLM MedIm 31 0 0 07 Apr 2025
Delving into Out-of-Distribution Detection with Medical Vision-Language Models Lie Ju Sijin Zhou Yukun Zhou Huimin Lu Zhuoting Zhu P. Keane Zongyuan Ge VLM 40 0 0 02 Mar 2025
CueTip: An Interactive and Explainable Physics-aware Pool Assistant Sean Memery Kevin Denamganai Jiaxin Zhang Zehai Tu Yiwen Guo Kartic Subr LRM 35 0 0 30 Jan 2025
CBVLM: Training-free Explainable Concept-based Large Vision Language Models for Medical Image Classification Cristiano Patrício Isabel Rio-Torto J. S. Cardoso Luís F. Teixeira João C. Neves VLM 135 0 0 21 Jan 2025
Visual RAG: Expanding MLLM visual knowledge without fine-tuning Mirco Bonomo Simone Bianco VLM 58 5 0 18 Jan 2025
Medical Multimodal Foundation Models in Clinical Diagnosis and Treatment: Applications, Challenges, and Future Directions Kai Sun Siyan Xue F. Sun Haoran Sun Yu-Juan Luo ... Xinzhou Wang Lei Yang Shuo Jin Jun Yan Jiahong Dong AI4CE 69 2 0 03 Dec 2024
Fundus to Fluorescein Angiography Video Generation as a Retinal Generative Foundation Model Weiyi Zhang Jiancheng Yang Ruoyu Chen Siyu Huang Pusheng Xu Xiaolan Chen Shanfu Lu Hongyu Cao M. He Danli Shi VGen MedIm 27 1 0 17 Oct 2024
Few-shot Adaptation of Medical Vision-Language Models Fereshteh Shakeri Yunshi Huang Julio Silva-Rodríguez Houda Bahig An Tang Jose Dolz Ismail Ben Ayed VLM 31 2 0 05 Sep 2024
PromptSmooth: Certifying Robustness of Medical Vision-Language Models via Prompt Learning Noor Hussein Fahad Shamshad Muzammal Naseer Karthik Nandakumar AAML 46 3 0 29 Aug 2024
Text-guided Foundation Model Adaptation for Long-Tailed Medical Image Classification Sirui Li Li Lin Yijin Huang Pujin Cheng Xiaoying Tang MedIm 34 1 0 27 Aug 2024
BAPLe: Backdoor Attacks on Medical Foundational Models using Prompt Learning Asif Hanif Fahad Shamshad Muhammad Awais Muzammal Naseer F. Khan Karthik Nandakumar Salman Khan Rao Muhammad Anwer MedIm AAML 33 2 0 14 Aug 2024
UrFound: Towards Universal Retinal Foundation Models via Knowledge-Guided Masked Modeling Kai Yu Yang Zhou Yang Bai Z. Soh Xinxing Xu Rick Siow Mong Goh Ching-Yu Cheng Yong Liu VLM 23 1 0 10 Aug 2024
RET-CLIP: A Retinal Image Foundation Model Pre-trained with Clinical Diagnostic Reports Jiawei Du Jia Guo Weihang Zhang Shengzhu Yang Hanruo Liu Huiqi Li Ningli Wang MedIm VLM 29 4 0 23 May 2024
MM-Retinal: Knowledge-Enhanced Foundational Pretraining with Fundus Image-Text Expertise Ruiqi Wu Chenran Zhang Jianle Zhang Yi Zhou Tao Zhou Huazhu Fu 24 8 0 20 May 2024
DeViDe: Faceted medical knowledge for improved medical vision-language pre-training Haozhe Luo Ziyu Zhou Corentin Royer Anjany Sekuboyina Bjoern H. Menze VLM ViT MedIm 38 6 0 04 Apr 2024
VisionCLIP: An Med-AIGC based Ethical Language-Image Foundation Model for Generalizable Retina Image Analysis Hao Wei Bowen Liu Minqing Zhang Peilun Shi Wu Yuan VLM MedIm 34 3 0 16 Mar 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
Medical Vision Language Pretraining: A survey Prashant Shrestha Sanskar Amgain Bidur Khanal Cristian A. Linte Binod Bhattarai VLM 27 14 0 11 Dec 2023
Towards Foundation Models and Few-Shot Parameter-Efficient Fine-Tuning for Volumetric Organ Segmentation Julio Silva-Rodríguez Jose Dolz Ismail Ben Ayed 57 12 0 29 Mar 2023
Medical Image Understanding with Pretrained Vision Language Models: A Comprehensive Study Ziyuan Qin Huahui Yi Qicheng Lao Kang Li VLM 24 62 0 30 Sep 2022
Test-Time Prompt Tuning for Zero-Shot Generalization in Vision-Language Models Manli Shu Weili Nie De-An Huang Zhiding Yu Tom Goldstein Anima Anandkumar Chaowei Xiao VLM VPVLM 175 278 0 15 Sep 2022
Align, Reason and Learn: Enhancing Medical Vision-and-Language Pre-training with Knowledge Zhihong Chen Guanbin Li Xiang Wan 119 65 0 15 Sep 2022
Joint Learning of Localized Representations from Medical Images and Reports Philipp Muller Georgios Kaissis Cong Zou Daniel Munich 132 79 0 06 Dec 2021
Tip-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling Renrui Zhang Rongyao Fang Wei Zhang Peng Gao Kunchang Li Jifeng Dai Yu Qiao Hongsheng Li VLM 184 384 0 06 Nov 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