Title
A Multimodal Knowledge-enhanced Whole-slide Pathology Foundation Model Yingxue Xu Yihui Wang Fengtao Zhou Jiabo Ma Shu Yang ... Anjia Han Ronald Cheong Kin Chan Li Liang Xiuming Zhang Hao Chen 106 22 0 22 Jul 2024
WSI-VQA: Interpreting Whole Slide Images by Generative Visual Question Answering Pingyi Chen Chenglu Zhu Sunyi Zheng Honglin Li Lin Yang 96 11 0 08 Jul 2024
Aligning Human Knowledge with Visual Concepts Towards Explainable Medical Image Classification Yunhe Gao Difei Gu Mu Zhou Dimitris N. Metaxas 91 6 0 08 Jun 2024
Efficient Multimodal Large Language Models: A Survey Yizhang Jin Jian Li Yexin Liu Tianjun Gu Kai Wu ... Xin Tan Zhenye Gan Yabiao Wang Chengjie Wang Lizhuang Ma LRM 104 58 0 17 May 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 109 25 0 04 Jan 2024
Artificial Intelligence for Digital and Computational Pathology Andrew H. Song Guillaume Jaume Drew F. K. Williamson Ming Y. Lu Anurag J. Vaidya Tiffany R. Miller Faisal Mahmood AI4CE 83 146 0 13 Dec 2023
Learned representation-guided diffusion models for large-image generation Alexandros Graikos Srikar Yellapragada Minh-Quan Le S. Kapse Prateek Prasanna Joel H. Saltz Dimitris Samaras DiffM 64 30 0 12 Dec 2023
Quilt-LLaVA: Visual Instruction Tuning by Extracting Localized Narratives from Open-Source Histopathology Videos M. S. Seyfioglu Wisdom O. Ikezogwo Fatemeh Ghezloo Ranjay Krishna Linda G. Shapiro 144 44 0 07 Dec 2023
Improved Baselines with Visual Instruction Tuning Haotian Liu Chunyuan Li Yuheng Li Yong Jae Lee VLM MLLM 168 2,825 0 05 Oct 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 85 272 0 27 Jul 2023
Text-guided Foundation Model Adaptation for Pathological Image Classification Yunkun Zhang Jinglei Gao Mu Zhou Xiaosong Wang Yu Qiao Shaoting Zhang Dequan Wang MedIm 59 49 0 27 Jul 2023
Pathology-and-genomics Multimodal Transformer for Survival Outcome Prediction Kexin Ding Mu Zhou Dimitris N. Metaxas Shaoting Zhang 55 32 0 22 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 301 125 0 20 Jun 2023
On the Challenges and Perspectives of Foundation Models for Medical Image Analysis Shaoting Zhang Dimitris N. Metaxas LM&MA VLM MedIm AI4CE 93 150 0 09 Jun 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 125 796 0 01 Jun 2023
LIMA: Less Is More for Alignment Chunting Zhou Pengfei Liu Puxin Xu Srini Iyer Jiao Sun ... Susan Zhang Gargi Ghosh M. Lewis Luke Zettlemoyer Omer Levy ALM 110 852 0 18 May 2023
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality Qinghao Ye Haiyang Xu Guohai Xu Jiabo Ye Ming Yan ... Junfeng Tian Qiang Qi Ji Zhang Feiyan Huang Jingren Zhou VLM MLLM 292 956 0 27 Apr 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 571 4,925 0 17 Apr 2023
Instruction Tuning with GPT-4 Baolin Peng Chunyuan Li Pengcheng He Michel Galley Jianfeng Gao SyDa ALM LM&MA 228 625 0 06 Apr 2023
Q2ATransformer: Improving Medical VQA via an Answer Querying Decoder Yunyi Liu Zhanyu Wang Dong Xu Luping Zhou ViT MedIm 60 37 0 04 Apr 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.5K 14,748 0 15 Mar 2023
Open-Ended Medical Visual Question Answering Through Prefix Tuning of Language Models Tom van Sonsbeek Mohammad Mahdi Derakhshani Ivona Najdenkoska Cees G. M. Snoek Marcel Worring LM&MA 60 56 0 10 Mar 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 432 4,656 0 30 Jan 2023
Large Language Models Encode Clinical Knowledge K. Singhal Shekoofeh Azizi T. Tu S. S. Mahdavi Jason W. Wei ... A. Rajkomar Joelle Barral Christopher Semturs Alan Karthikesalingam Vivek Natarajan LM&MA ELM AI4MH 158 2,381 0 26 Dec 2022
Self-supervised vision-language pretraining for Medical visual question answering Pengfei Li Gang Liu Lin Tan Jinying Liao Shenjun Zhong MedIm 58 35 0 24 Nov 2022
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 193 725 0 14 Nov 2022
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 231 3,158 0 20 Oct 2022
Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning Haokun Liu Derek Tam Mohammed Muqeeth Jay Mohta Tenghao Huang Joey Tianyi Zhou Colin Raffel 104 932 0 11 May 2022
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 418 3,607 0 29 Apr 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 555 4,413 0 28 Jan 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 850 9,683 0 28 Jan 2022
Finetuned Language Models Are Zero-Shot Learners Jason W. Wei Maarten Bosma Vincent Zhao Kelvin Guu Adams Wei Yu Brian Lester Nan Du Andrew M. Dai Quoc V. Le ALM UQCV 246 3,789 0 03 Sep 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 502 10,526 0 17 Jun 2021
Recent advances and clinical applications of deep learning in medical image analysis Xuxin Chen Ximing Wang Kecheng Zhang K. Fung T. Thai K. Moore Robert S. Mannel Hong Liu B. Zheng Y. Qiu OOD 100 603 0 27 May 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 993 29,871 0 26 Feb 2021
PathVQA: 30000+ Questions for Medical Visual Question Answering Xuehai He Yichen Zhang Luntian Mou Eric Xing P. Xie LM&MA 59 244 0 07 Mar 2020
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 803 132,454 0 12 Jun 2017