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Towards Generalist Biomedical AI

Towards Generalist Biomedical AI

26 July 2023
Tao Tu
Shekoofeh Azizi
Danny Driess
M. Schaekermann
Mohamed Amin
Pi-Chuan Chang
Andrew Carroll
Charles Lau
Ryutaro Tanno
Ira Ktena
Basil Mustafa
Aakanksha Chowdhery
Yun-Hui Liu
Simon Kornblith
David Fleet
Philip Mansfield
Sushant Prakash
Renee C Wong
S. Virmani
Christopher Semturs
S. S. Mahdavi
Bradley Green
Ewa Dominowska
Blaise Agüera y Arcas
Joelle Barral
D. Webster
G. Corrado
Yossi Matias
K. Singhal
Peter R. Florence
Alan Karthikesalingam
Vivek Natarajan
    LM&MA
    MedIm
    AI4MH
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Papers citing "Towards Generalist Biomedical AI"

50 / 133 papers shown
Title
Aligning (Medical) LLMs for (Counterfactual) Fairness
Aligning (Medical) LLMs for (Counterfactual) Fairness
Raphael Poulain
Hamed Fayyaz
Rahmatollah Beheshti
34
3
0
22 Aug 2024
SeLoRA: Self-Expanding Low-Rank Adaptation of Latent Diffusion Model for
  Medical Image Synthesis
SeLoRA: Self-Expanding Low-Rank Adaptation of Latent Diffusion Model for Medical Image Synthesis
Yuchen Mao
Hongwei Bran Li
Wei Pang
G. Papanastasiou
G. Yang
Chengjia Wang
MedIm
44
2
0
13 Aug 2024
MedTrinity-25M: A Large-scale Multimodal Dataset with Multigranular Annotations for Medicine
MedTrinity-25M: A Large-scale Multimodal Dataset with Multigranular Annotations for Medicine
Yunfei Xie
Ce Zhou
Lang Gao
Juncheng Wu
Xianhang Li
...
Sheng Liu
Lei Xing
James Zou
Cihang Xie
Yuyin Zhou
LM&MA
MedIm
74
24
0
06 Aug 2024
Privacy-preserving datasets by capturing feature distributions with
  Conditional VAEs
Privacy-preserving datasets by capturing feature distributions with Conditional VAEs
Francesco Di Salvo
David Tafler
Sebastian Doerrich
Christian Ledig
CML
40
0
0
01 Aug 2024
GPT-4V Cannot Generate Radiology Reports Yet
GPT-4V Cannot Generate Radiology Reports Yet
Yuyang Jiang
Chacha Chen
Dang Nguyen
Benjamin M. Mervak
Chenhao Tan
LM&MA
43
2
0
16 Jul 2024
Meta-Analysis with Untrusted Data
Meta-Analysis with Untrusted Data
Shiva Kaul
Geoffrey J. Gordon
CML
32
1
0
12 Jul 2024
Towards a Holistic Framework for Multimodal Large Language Models in
  Three-dimensional Brain CT Report Generation
Towards a Holistic Framework for Multimodal Large Language Models in Three-dimensional Brain CT Report Generation
Cheng-Yi Li
Kao-Jung Chang
Cheng-Fu Yang
Hsin-Yu Wu
Wenting Chen
...
Yu-Chun Chen
Shih-Pin Chen
J. Lirng
Kai-Wei Chang
Shih-Hwa Chiou
LM&MA
MedIm
43
3
0
02 Jul 2024
A Refer-and-Ground Multimodal Large Language Model for Biomedicine
A Refer-and-Ground Multimodal Large Language Model for Biomedicine
Xiaoshuang Huang
Haifeng Huang
Lingdong Shen
Yehui Yang
Fangxin Shang
Junwei Liu
Jia Liu
LM&MA
55
7
0
26 Jun 2024
Panacea: A foundation model for clinical trial search, summarization,
  design, and recruitment
Panacea: A foundation model for clinical trial search, summarization, design, and recruitment
J. Lin
H. Xu
Zifeng Wang
Sheng Wang
Jiashuo Sun
ELM
LM&MA
29
8
0
25 Jun 2024
Guardrails for avoiding harmful medical product recommendations and
  off-label promotion in generative AI models
Guardrails for avoiding harmful medical product recommendations and off-label promotion in generative AI models
Daniel Lopez-Martinez
MedIm
51
1
0
24 Jun 2024
Biomedical Visual Instruction Tuning with Clinician Preference Alignment
Biomedical Visual Instruction Tuning with Clinician Preference Alignment
Hejie Cui
Lingjun Mao
Xin Liang
Jieyu Zhang
Hui Ren
Quanzheng Li
Xiang Li
Carl Yang
LM&MA
64
6
0
19 Jun 2024
Merlin: A Vision Language Foundation Model for 3D Computed Tomography
Merlin: A Vision Language Foundation Model for 3D Computed Tomography
Louis Blankemeier
Joseph Paul Cohen
Ashwin Kumar
Dave Van Veen
Syed Jamal Safdar Gardezi
...
Andrew L. Wentland
C. Langlotz
Jason Hom
S. Gatidis
Akshay S. Chaudhari
LM&MA
MedIm
49
32
0
10 Jun 2024
LINGOLY: A Benchmark of Olympiad-Level Linguistic Reasoning Puzzles in
  Low-Resource and Extinct Languages
LINGOLY: A Benchmark of Olympiad-Level Linguistic Reasoning Puzzles in Low-Resource and Extinct Languages
Andrew M. Bean
Simi Hellsten
Harry Mayne
Jabez Magomere
Ethan A. Chi
Ryan A. Chi
Scott A. Hale
Hannah Rose Kirk
ELM
LRM
39
7
0
10 Jun 2024
CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision
  Language Models
CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models
Peng Xia
Ze Chen
Juanxi Tian
Yangrui Gong
Ruibo Hou
...
Jimeng Sun
Zongyuan Ge
Gang Li
James Zou
Huaxiu Yao
MU
VLM
69
31
0
10 Jun 2024
Medical Vision Generalist: Unifying Medical Imaging Tasks in Context
Medical Vision Generalist: Unifying Medical Imaging Tasks in Context
Sucheng Ren
Xiaoke Huang
Xianhang Li
Junfei Xiao
Jieru Mei
Zeyu Wang
Alan Yuille
Yuyin Zhou
MedIm
48
7
0
08 Jun 2024
MAIRA-2: Grounded Radiology Report Generation
MAIRA-2: Grounded Radiology Report Generation
Shruthi Bannur
Kenza Bouzid
Daniel Coelho De Castro
Anton Schwaighofer
Sam Bond-Taylor
...
Anja Thieme
M. Lungren
Maria T. A. Wetscherek
Javier Alvarez-Valle
Stephanie L. Hyland
42
33
0
06 Jun 2024
Dragonfly: Multi-Resolution Zoom Supercharges Large Visual-Language
  Model
Dragonfly: Multi-Resolution Zoom Supercharges Large Visual-Language Model
Kezhen Chen
Rahul Thapa
Rahul Chalamala
Ben Athiwaratkun
Shuaiwen Leon Song
James Zou
VLM
58
5
0
03 Jun 2024
Dr-LLaVA: Visual Instruction Tuning with Symbolic Clinical Grounding
Dr-LLaVA: Visual Instruction Tuning with Symbolic Clinical Grounding
Shenghuan Sun
Gregory M. Goldgof
Alexander Schubert
Zhiqing Sun
Thomas Hartvigsen
A. Butte
Ahmed Alaa
LM&MA
42
4
0
29 May 2024
Open-Vocabulary SAM3D: Understand Any 3D Scene
Open-Vocabulary SAM3D: Understand Any 3D Scene
Hanchen Tai
Qingdong He
Jiangning Zhang
Yijie Qian
Zhenyu Zhang
Xiaobin Hu
Yabiao Wang
Yong Liu
VLM
54
0
0
24 May 2024
OLAPH: Improving Factuality in Biomedical Long-form Question Answering
OLAPH: Improving Factuality in Biomedical Long-form Question Answering
Minbyul Jeong
Hyeon Hwang
Chanwoong Yoon
Taewhoo Lee
Jaewoo Kang
MedIm
HILM
LM&MA
46
12
0
21 May 2024
A Survey of Deep Learning-based Radiology Report Generation Using Multimodal Data
A Survey of Deep Learning-based Radiology Report Generation Using Multimodal Data
Xinyi Wang
Grazziela Figueredo
Ruizhe Li
W. Zhang
Weitong Chen
Xin Chen
MedIm
ViT
49
2
0
21 May 2024
Towards Modular LLMs by Building and Reusing a Library of LoRAs
Towards Modular LLMs by Building and Reusing a Library of LoRAs
O. Ostapenko
Zhan Su
E. Ponti
Laurent Charlin
Nicolas Le Roux
Matheus Pereira
Lucas Caccia
Alessandro Sordoni
MoMe
44
31
0
18 May 2024
Efficient Multimodal Large Language Models: A Survey
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
47
45
0
17 May 2024
Evaluating large language models in medical applications: a survey
Evaluating large language models in medical applications: a survey
Xiaolan Chen
Jiayang Xiang
Shanfu Lu
Yexin Liu
Mingguang He
Danli Shi
LM&MA
ELM
24
8
0
13 May 2024
Selective Fine-tuning on LLM-labeled Data May Reduce Reliance on Human
  Annotation: A Case Study Using Schedule-of-Event Table Detection
Selective Fine-tuning on LLM-labeled Data May Reduce Reliance on Human Annotation: A Case Study Using Schedule-of-Event Table Detection
Bhawesh Kumar
Jonathan Amar
Eric Yang
Nan Li
Yugang Jia
18
3
0
09 May 2024
Simplifying Multimodality: Unimodal Approach to Multimodal Challenges in
  Radiology with General-Domain Large Language Model
Simplifying Multimodality: Unimodal Approach to Multimodal Challenges in Radiology with General-Domain Large Language Model
Seonhee Cho
Choonghan Kim
Jiho Lee
Chetan Chilkunda
Sujin Choi
Joo Heung Yoon
53
0
0
29 Apr 2024
RadGenome-Chest CT: A Grounded Vision-Language Dataset for Chest CT
  Analysis
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
25
16
0
25 Apr 2024
Large Language Models in the Clinic: A Comprehensive Benchmark
Large Language Models in the Clinic: A Comprehensive Benchmark
Andrew Liu
Hongjian Zhou
Yining Hua
Omid Rohanian
Anshul Thakur
Lei A. Clifton
David A. Clifton
AI4MH
LM&MA
41
8
0
25 Apr 2024
ChEX: Interactive Localization and Region Description in Chest X-rays
ChEX: Interactive Localization and Region Description in Chest X-rays
Philip Muller
Georgios Kaissis
Daniel Rueckert
35
5
0
24 Apr 2024
Foundation Model for Advancing Healthcare: Challenges, Opportunities,
  and Future Directions
Foundation Model for Advancing Healthcare: Challenges, Opportunities, and Future Directions
Yuting He
Fuxiang Huang
Xinrui Jiang
Yuxiang Nie
Minghao Wang
Jiguang Wang
Hao Chen
LM&MA
AI4CE
71
27
0
04 Apr 2024
Enhancing Human-Computer Interaction in Chest X-ray Analysis using
  Vision and Language Model with Eye Gaze Patterns
Enhancing Human-Computer Interaction in Chest X-ray Analysis using Vision and Language Model with Eye Gaze Patterns
Yunsoo Kim
Jinge Wu
Yusuf Abdulle
Yue Gao
Honghan Wu
40
3
0
03 Apr 2024
M3D: Advancing 3D Medical Image Analysis with Multi-Modal Large Language
  Models
M3D: Advancing 3D Medical Image Analysis with Multi-Modal Large Language Models
Fan Bai
Yuxin Du
Tiejun Huang
Max Q.-H. Meng
Bo Zhao
26
34
0
31 Mar 2024
MEDBind: Unifying Language and Multimodal Medical Data Embeddings
MEDBind: Unifying Language and Multimodal Medical Data Embeddings
Yuan Gao
Sangwook Kim
David E Austin
Chris McIntosh
32
3
0
19 Mar 2024
From Explainable to Interpretable Deep Learning for Natural Language
  Processing in Healthcare: How Far from Reality?
From Explainable to Interpretable Deep Learning for Natural Language Processing in Healthcare: How Far from Reality?
Guangming Huang
Yingya Li
Shoaib Jameel
Yunfei Long
G. Papanastasiou
36
16
0
18 Mar 2024
Improving Medical Multi-modal Contrastive Learning with Expert
  Annotations
Improving Medical Multi-modal Contrastive Learning with Expert Annotations
Yogesh Kumar
Pekka Marttinen
MedIm
VLM
31
10
0
15 Mar 2024
Towards a clinically accessible radiology foundation model: open-access
  and lightweight, with automated evaluation
Towards a clinically accessible radiology foundation model: open-access and lightweight, with automated evaluation
Juan Manuel Zambrano Chaves
Shih-Cheng Huang
Yanbo Xu
Hanwen Xu
Naoto Usuyama
...
Akshay S. Chaudhari
Serena Yeung-Levy
Curtis P. Langlotz
Sheng Wang
Hoifung Poon
VLM
LM&MA
70
10
0
12 Mar 2024
SmallToLarge (S2L): Scalable Data Selection for Fine-tuning Large
  Language Models by Summarizing Training Trajectories of Small Models
SmallToLarge (S2L): Scalable Data Selection for Fine-tuning Large Language Models by Summarizing Training Trajectories of Small Models
Yu Yang
Siddhartha Mishra
Jeffrey N Chiang
Baharan Mirzasoleiman
40
17
0
12 Mar 2024
Guiding Clinical Reasoning with Large Language Models via Knowledge
  Seeds
Guiding Clinical Reasoning with Large Language Models via Knowledge Seeds
Jiageng Wu
Xian Wu
Jie Yang
LRM
ELM
41
8
0
11 Mar 2024
PEPSI: Pathology-Enhanced Pulse-Sequence-Invariant Representations for
  Brain MRI
PEPSI: Pathology-Enhanced Pulse-Sequence-Invariant Representations for Brain MRI
Peirong Liu
O. Puonti
Annabel Sorby-Adams
W. T. Kimberly
Juan Eugenio Iglesias
29
5
0
10 Mar 2024
Multimodal Healthcare AI: Identifying and Designing Clinically Relevant
  Vision-Language Applications for Radiology
Multimodal Healthcare AI: Identifying and Designing Clinically Relevant Vision-Language Applications for Radiology
Nur Yildirim
Hannah Richardson
Maria T. A. Wetscherek
Junaid Bajwa
Joseph Jacob
...
Ozan Oktay
M. Lungren
Javier Alvarez-Valle
A. Nori
Anja Thieme
LM&MA
65
44
0
22 Feb 2024
Towards Building Multilingual Language Model for Medicine
Towards Building Multilingual Language Model for Medicine
Pengcheng Qiu
Chaoyi Wu
Xiaoman Zhang
Weixiong Lin
Haicheng Wang
Ya Zhang
Yanfeng Wang
Weidi Xie
LM&MA
ELM
33
65
0
21 Feb 2024
PQA: Zero-shot Protein Question Answering for Free-form Scientific
  Enquiry with Large Language Models
PQA: Zero-shot Protein Question Answering for Free-form Scientific Enquiry with Large Language Models
Eli M. Carrami
Sahand Sharifzadeh
35
2
0
21 Feb 2024
Me LLaMA: Foundation Large Language Models for Medical Applications
Me LLaMA: Foundation Large Language Models for Medical Applications
Qianqian Xie
Qingyu Chen
Aokun Chen
C.A.I. Peng
Yan Hu
...
Huan He
Lucila Ohno-Machido
Yonghui Wu
Hua Xu
Jiang Bian
LM&MA
AI4MH
70
4
0
20 Feb 2024
MultiMedEval: A Benchmark and a Toolkit for Evaluating Medical
  Vision-Language Models
MultiMedEval: A Benchmark and a Toolkit for Evaluating Medical Vision-Language Models
Corentin Royer
Bjoern H. Menze
Anjany Sekuboyina
VLM
30
9
0
14 Feb 2024
Exploring scalable medical image encoders beyond text supervision
Exploring scalable medical image encoders beyond text supervision
Fernando Pérez-García
Harshita Sharma
Sam Bond-Taylor
Kenza Bouzid
Valentina Salvatelli
...
Maria T. A. Wetscherek
Noel C. F. Codella
Stephanie L. Hyland
Javier Alvarez-Valle
Ozan Oktay
LM&MA
MedIm
50
26
0
19 Jan 2024
Application Of Vision-Language Models For Assessing Osteoarthritis
  Disease Severity
Application Of Vision-Language Models For Assessing Osteoarthritis Disease Severity
B. Felfeliyan
Yuyue Zhou
Shrimanti Ghosh
Jessica Küpper
Shaobo Liu
A. Hareendranathan
Jacob L. Jaremko
46
0
0
12 Jan 2024
EpilepsyLLM: Domain-Specific Large Language Model Fine-tuned with
  Epilepsy Medical Knowledge
EpilepsyLLM: Domain-Specific Large Language Model Fine-tuned with Epilepsy Medical Knowledge
Xuyang Zhao
Qibin Zhao
Toshihisa Tanaka
AI4MH
27
1
0
11 Jan 2024
RudolfV: A Foundation Model by Pathologists for Pathologists
RudolfV: A Foundation Model by Pathologists for Pathologists
Jonas Dippel
Barbara Feulner
Tobias Winterhoff
Timo Milbich
Stephan Tietz
...
David Horst
Lukas Ruff
Klaus-Robert Muller
Frederick Klauschen
Maximilian Alber
36
29
0
08 Jan 2024
Large-scale Long-tailed Disease Diagnosis on Radiology Images
Large-scale Long-tailed Disease Diagnosis on Radiology Images
Qiaoyu Zheng
Weike Zhao
Chaoyi Wu
Xiaoman Zhang
Lisong Dai
Hengyu Guan
Yuehua Li
Ya Zhang
Yanfeng Wang
Weidi Xie
LM&MA
MedIm
37
5
0
26 Dec 2023
A Foundational Multimodal Vision Language AI Assistant for Human
  Pathology
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
26
20
0
13 Dec 2023
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