Adapting Pretrained Vision-Language Foundational Models to Medical Imaging Domains

9 October 2022

Papers citing "Adapting Pretrained Vision-Language Foundational Models to Medical Imaging Domains"

25 / 25 papers shown

Title
Any-to-Any Vision-Language Model for Multimodal X-ray Imaging and Radiological Report Generation Daniele Molino Francesco Di Feola Linlin Shen Paolo Soda V. Guarrasi MedIm LM&MA 67 0 0 02 May 2025
Multimodal Large Language Models for Medicine: A Comprehensive Survey Jiarui Ye Hao Tang LM&MA 91 0 0 29 Apr 2025
CoRPA: Adversarial Image Generation for Chest X-rays Using Concept Vector Perturbations and Generative Models Amy Rafferty Rishi Ramaesh Ajitha Rajan MedIm AAML 56 0 0 04 Feb 2025
MedCoDi-M: A Multi-Prompt Foundation Model for Multimodal Medical Data Generation Daniele Molino Francesco Di Feola E. Faiella Deborah Fazzini D. Santucci Linlin Shen V. Guarrasi Paolo Soda SyDa MedIm 44 0 0 10 Jan 2025
Towards Predicting Temporal Changes in a Patient's Chest X-ray Images based on Electronic Health Records Daeun Kyung J. Kim Tackeun Kim Edward Choi MedIm DiffM 43 1 0 11 Sep 2024
Surgical Text-to-Image Generation C. Nwoye Rupak Bose K. Elgohary Lorenzo Arboit Giorgio Carlino Joël L. Lavanchy Pietro Mascagni N. Padoy MedIm 55 3 0 12 Jul 2024
Unlocking the Power of Spatial and Temporal Information in Medical Multimodal Pre-training Jinxia Yang Bing-Huang Su Wayne Xin Zhao Ji-Rong Wen 40 3 0 30 May 2024
Uncovering the Text Embedding in Text-to-Image Diffusion Models Huikang Yu Hao Luo Fan Wang Feng Zhao 31 10 0 01 Apr 2024
Navigating the Synthetic Realm: Harnessing Diffusion-based Models for Laparoscopic Text-to-Image Generation Simeon Allmendinger Patrick Hemmer Moritz Queisner Igor Sauer Leopold Muller Johannes Jakubik Michael Vossing Niklas Kühl MedIm 21 6 0 05 Dec 2023
On the Proactive Generation of Unsafe Images From Text-To-Image Models Using Benign Prompts Yixin Wu Ning Yu Michael Backes Yun Shen Yang Zhang DiffM 59 8 0 25 Oct 2023
HydraViT: Adaptive Multi-Branch Transformer for Multi-Label Disease Classification from Chest X-ray Images Şaban Öztürk M. Y. Turali Tolga Çukur MedIm ViT 46 10 0 09 Oct 2023
AI-Generated Images as Data Source: The Dawn of Synthetic Era Zuhao Yang Fangneng Zhan Kunhao Liu Muyu Xu Shijian Lu EGVM 31 18 0 03 Oct 2023
Aligning Synthetic Medical Images with Clinical Knowledge using Human Feedback Shenghuan Sun Gregory M. Goldgof A. Butte Ahmed Alaa MedIm 24 12 0 16 Jun 2023
Parameter-Efficient Fine-Tuning for Medical Image Analysis: The Missed Opportunity Raman Dutt Linus Ericsson Pedro Sanchez Sotirios A. Tsaftaris Timothy M. Hospedales MedIm 30 50 0 14 May 2023
On enhancing the robustness of Vision Transformers: Defensive Diffusion Raza Imam Muhammad Huzaifa Mohammed El-Amine Azz MedIm DiffM 43 5 0 14 May 2023
Medical diffusion on a budget: textual inversion for medical image generation B. D. Wilde A. Saha R. T. Broek Henkjan Huisman DiffM MedIm 42 15 0 23 Mar 2023
Differentially Private Diffusion Models Generate Useful Synthetic Images Sahra Ghalebikesabi Leonard Berrada Sven Gowal Ira Ktena Robert Stanforth Jamie Hayes Soham De Samuel L. Smith Olivia Wiles Borja Balle DiffM 31 69 0 27 Feb 2023
Extracting Training Data from Diffusion Models Nicholas Carlini Jamie Hayes Milad Nasr Matthew Jagielski Vikash Sehwag Florian Tramèr Borja Balle Daphne Ippolito Eric Wallace DiffM 63 572 0 30 Jan 2023
Towards Equitable Representation in Text-to-Image Synthesis Models with the Cross-Cultural Understanding Benchmark (CCUB) Dataset Zhixuan Liu Y. Shin Beverley-Claire Okogwu Youngsik Yun Lia Coleman Peter Schaldenbrand Jihie Kim Jean Oh 25 11 0 28 Jan 2023
Diffusion-based Data Augmentation for Skin Disease Classification: Impact Across Original Medical Datasets to Fully Synthetic Images Mohamed Akrout Bálint Gyepesi P. Holló A. Poór Blága Kincso ... J. Kawahara Dekker Slade Latif Abid Máté Kovács I. Fazekas DiffM MedIm 19 60 0 12 Jan 2023
CLIP-Driven Universal Model for Organ Segmentation and Tumor Detection Jie Liu Yixiao Zhang Jieneng Chen Junfei Xiao Yongyi Lu Bennett A. Landman Yixuan Yuan Alan Yuille Yucheng Tang Zongwei Zhou VLM MedIm 39 194 0 02 Jan 2023
RoentGen: Vision-Language Foundation Model for Chest X-ray Generation Pierre J. Chambon Christian Blüthgen Jean-Benoit Delbrouck Rogier van der Sluijs M. Polacin Juan Manuel Zambrano Chaves Tanishq Mathew Abraham Shivanshu Purohit C. Langlotz Akshay S. Chaudhari LM&MA DiffM MedIm 37 98 0 23 Nov 2022
Generation of Anonymous Chest Radiographs Using Latent Diffusion Models for Training Thoracic Abnormality Classification Systems Kai Packhauser Lukas Folle Florian Thamm Andreas Maier DiffM MedIm 21 61 0 02 Nov 2022
DiffusionDB: A Large-scale Prompt Gallery Dataset for Text-to-Image Generative Models Zijie J. Wang Evan Montoya David Munechika Haoyang Yang Benjamin Hoover Duen Horng Chau 41 288 0 26 Oct 2022
Brain Imaging Generation with Latent Diffusion Models W. H. Pinaya Petru-Daniel Tudosiu J. Dafflon P. F. D. Costa Virginia Fernandez P. Nachev Sebastien Ourselin M. Jorge Cardoso DiffM MedIm 107 285 0 15 Sep 2022