Enhancing Multi-task Learning Capability of Medical Generalist Foundation Model via Image-centric Multi-annotation Data

14 April 2025

Papers citing "Enhancing Multi-task Learning Capability of Medical Generalist Foundation Model via Image-centric Multi-annotation Data"

20 / 20 papers shown

Title
MedM-VL: What Makes a Good Medical LVLM? Yiming Shi Shaoshuai Yang Xun Zhu Haoyu Wang Miao Li Ji Wu VLM 94 1 0 06 Apr 2025
Uni-Med: A Unified Medical Generalist Foundation Model For Multi-Task Learning Via Connector-MoE Xun Zhu Ying Hu Fanbin Mo Miao Li Ji Wu 102 9 0 26 Sep 2024
Has Multimodal Learning Delivered Universal Intelligence in Healthcare? A Comprehensive Survey Qika Lin Yifan Zhu Xin Mei Ling Huang Jingying Ma Kai He Zhen Peng Min Zhang Mengling Feng 97 21 0 23 Aug 2024
MiniGPT-Med: Large Language Model as a General Interface for Radiology Diagnosis Asma Alkhaldi Raneem Alnajim Layan Alabdullatef Rawan Alyahya Jun Chen Deyao Zhu Ahmed Z. Alsinan Mohamed Elhoseiny LM&MA MedIm 81 25 0 04 Jul 2024
RadGenome-Chest CT: A Grounded Vision-Language Dataset for Chest CT Analysis Xiaoman Zhang Chaoyi Wu Ziheng Zhao Jiayu Lei Ya Zhang Yanfeng Wang Weidi Xie 51 19 0 25 Apr 2024
Dia-LLaMA: Towards Large Language Model-driven CT Report Generation Zhixuan Chen Luyang Luo Yequan Bie Hao Chen LM&MA 46 15 0 25 Mar 2024
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 43 21 0 13 Dec 2023
RaDialog: A Large Vision-Language Model for Radiology Report Generation and Conversational Assistance Chantal Pellegrini Ege Özsoy Benjamin Busam Nassir Navab Matthias Keicher MedIm LM&MA 113 0 0 30 Nov 2023
Med-Flamingo: a Multimodal Medical Few-shot Learner Michael Moor Qian Huang Shirley Wu Michihiro Yasunaga C. Zakka Yashodhara Dalmia E. Reis Pranav Rajpurkar J. Leskovec LM&MA MedIm 69 260 0 27 Jul 2023
LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day Chunyuan Li Cliff Wong Sheng Zhang Naoto Usuyama Haotian Liu Jianwei Yang Tristan Naumann Hoifung Poon Jianfeng Gao LM&MA MedIm 101 772 0 01 Jun 2023
PathAsst: A Generative Foundation AI Assistant Towards Artificial General Intelligence of Pathology Yuxuan Sun Chenglu Zhu S. Zheng Kai Zhang Xiaoxuan Yu Zhongyi Shui Yunlong Zhang Honglin Li Lin Yang LM&MA MedIm 92 49 0 24 May 2023
LLM-CXR: Instruction-Finetuned LLM for CXR Image Understanding and Generation Suhyeon Lee Won Jun Kim Jinho Chang Jong Chul Ye MedIm 63 48 0 19 May 2023
MedBLIP: Bootstrapping Language-Image Pre-training from 3D Medical Images and Texts Qiuhui Chen Xinyue Hu Zirui Wang Yi Hong LM&MA MedIm 41 39 0 18 May 2023
EVA: Exploring the Limits of Masked Visual Representation Learning at Scale Yuxin Fang Wen Wang Binhui Xie Quan-Sen Sun Ledell Yu Wu Xinggang Wang Tiejun Huang Xinlong Wang Yue Cao VLM CLIP 173 713 0 14 Nov 2022
Deep Learning to Quantify Pulmonary Edema in Chest Radiographs Steven Horng Ruizhi Liao Xin Wang Sandeep Dalal Polina Golland Seth Berkowitz 56 36 0 13 Aug 2020
Universal Statistics of Fisher Information in Deep Neural Networks: Mean Field Approach Ryo Karakida S. Akaho S. Amari FedML 139 145 0 04 Jun 2018
CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep Learning Pranav Rajpurkar Jeremy Irvin Kaylie Zhu Brandon Yang Hershel Mehta ... Aarti Bagul C. Langlotz K. Shpanskaya M. Lungren A. Ng LM&MA 78 2,702 0 14 Nov 2017
High-dimensional dynamics of generalization error in neural networks Madhu S. Advani Andrew M. Saxe AI4CE 131 469 0 10 Oct 2017
A Tutorial on Fisher Information A. Ly M. Marsman J. Verhagen R. Grasman E. Wagenmakers 75 257 0 02 May 2017
New insights and perspectives on the natural gradient method James Martens ODL 73 623 0 03 Dec 2014