Title
Domain Specific Benchmarks for Evaluating Multimodal Large Language Models Khizar Anjuma Muhammad Arbab Arshad Kadhim Hayawi Efstathios Polyzos A. Tariq ... Nishith Reddy Mannuru Ravi Varma Kumar Bevara Taslim Mahbub Muhammad Zeeshan Akram Sakib Shahriar ELM LRM 68 0 0 15 Jun 2025
Are Vision Language Models Ready for Clinical Diagnosis? A 3D Medical Benchmark for Tumor-centric Visual Question Answering Y. Chen Wenjie Xiao P. R. Bassi Xinze Zhou Sezgin Er Ibrahim Ethem Hamamci Zongwei Zhou Alan Yuille ELM 72 0 0 25 May 2025
BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs Sheng Zhang Yanbo Xu Naoto Usuyama Hanwen Xu J. Bagga ... Carlo Bifulco M. Lungren Tristan Naumann Sheng Wang Hoifung Poon LM&MA MedIm 253 236 0 10 Jan 2025
MedImageInsight: An Open-Source Embedding Model for General Domain Medical Imaging Noel C. F. Codella Ying Jin Shrey Jain Yu Gu Ho Hin Lee ... Lei Li Thomas Lin Ivan Tarapov M. Lungren Mu-Hsin Wei LM&MA VLM MedIm 88 9 0 09 Oct 2024
Analyzing Tumors by Synthesis Qi Chen Yuxiang Lai Xiaoxi Chen Qixin Hu Alan Yuille Zongwei Zhou 89 3 0 09 Sep 2024
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 95 41 0 10 Jun 2024
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 84 44 0 06 Jun 2024
Universal and Extensible Language-Vision Models for Organ Segmentation and Tumor Detection from Abdominal Computed Tomography Jie Liu Yixiao Zhang Kang Wang Mehmet Can Yavuz Xiaoxi Chen ... Haoliang Li Yang Yang Alan Yuille Yucheng Tang Zongwei Zhou MedIm VLM 119 20 0 28 May 2024
M3D: Advancing 3D Medical Image Analysis with Multi-Modal Large Language Models Fan Bai Yuxin Du Tiejun Huang Max Q.-H. Meng Bo Zhao 86 43 0 31 Mar 2024
CT2Rep: Automated Radiology Report Generation for 3D Medical Imaging Ibrahim Ethem Hamamci Sezgin Er Bjoern Menze MedIm 110 30 0 11 Mar 2024
Towards Generalizable Tumor Synthesis Qi Chen Xiaoxi Chen Haorui Song Zhiwei Xiong Alan Yuille Chen Wei Zongwei Zhou MedIm 141 46 0 29 Feb 2024
MAIRA-1: A specialised large multimodal model for radiology report generation Stephanie L. Hyland Shruthi Bannur Kenza Bouzid Daniel Coelho De Castro M. Ranjit ... Noel C. F. Codella M. Lungren Maria T. A. Wetscherek Ozan Oktay Javier Alvarez-Valle 114 49 0 22 Nov 2023
MedSyn: Text-guided Anatomy-aware Synthesis of High-Fidelity 3D CT Images Yanwu Xu Li Sun Wei Peng Shyam Visweswaran Kayhan Batmanghelich MedIm DiffM 115 23 0 05 Oct 2023
ELIXR: Towards a general purpose X-ray artificial intelligence system through alignment of large language models and radiology vision encoders Shawn Xu Ling Yang Christopher J. Kelly M. Sieniek Timo Kohlberger ... Shruthi Prabhakara Daniel Golden Rory Pilgrim Krish Eswaran Andrew Sellergren LM&MA MedIm 108 55 0 02 Aug 2023
Towards Generalist Biomedical AI Tao Tu Shekoofeh Azizi Danny Driess M. Schaekermann Mohamed Amin ... Yossi Matias K. Singhal Peter R. Florence Alan Karthikesalingam Vivek Natarajan LM&MA MedIm AI4MH 128 277 0 26 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 150 802 0 01 Jun 2023
CancerUniT: Towards a Single Unified Model for Effective Detection, Segmentation, and Diagnosis of Eight Major Cancers Using a Large Collection of CT Scans Jieneng Chen Yingda Xia Jiawen Yao K. Yan Jianpeng Zhang ... Xin Chen Jingren Zhou Alan Yuille Zai-De Liu Ling Zhang ViT MedIm 79 15 0 28 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 191 211 0 02 Jan 2023
AMOS: A Large-Scale Abdominal Multi-Organ Benchmark for Versatile Medical Image Segmentation Yuanfeng Ji Haotian Bai Jie Yang Chongjian Ge Ye Zhu ... Zhuguo Li Lingyan Zhang Wanling Ma Xiang Wan Ping Luo OOD 115 325 0 16 Jun 2022
Improving deep neural network generalization and robustness to background bias via layer-wise relevance propagation optimization P. R. Bassi Sergio S J Dertkigil Andrea Cavalli AI4CE 147 32 0 01 Feb 2022
The Medical Segmentation Decathlon Michela Antonelli Annika Reinke Spyridon Bakas Keyvan Farahani AnnetteKopp-Schneider ... Zhanwei Xu Yefeng Zheng Amber L. Simpson Lena Maier-Hein M. Jorge Cardoso OOD 127 1,004 0 10 Jun 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 1.1K 30,116 0 26 Feb 2021
AbdomenCT-1K: Is Abdominal Organ Segmentation A Solved Problem? Jun Ma Yao Zhang Song Gu Cheng Zhu Cheng Ge ... Shangqing Liu Yunpeng Wang Yuhui Li Jian He Xiaoping Yang SSeg OOD 125 348 0 28 Oct 2020
The KiTS19 Challenge Data: 300 Kidney Tumor Cases with Clinical Context, CT Semantic Segmentations, and Surgical Outcomes N. Heller N. Sathianathen A. Kalapara E. Walczak K. Moore ... M. Peterson Shaneabbas Raza S. Regmi Nikolaos Papanikolopoulos C. Weight 92 413 0 31 Mar 2019
CheXpert: A Large Chest Radiograph Dataset with Uncertainty Labels and Expert Comparison Jeremy Irvin Pranav Rajpurkar M. Ko Yifan Yu Silviana Ciurea-Ilcus ... D. Larson C. Langlotz Bhavik Patel M. Lungren A. Ng 275 2,622 0 21 Jan 2019
The Liver Tumor Segmentation Benchmark (LiTS) Patrick Bilic P. Christ Hongwei Bran Li Eugene Vorontsov Avi Ben-Cohen ... L. Soler Bram van Ginneken H. Greenspan Leo Joskowicz Bjoern Menze 237 1,037 0 13 Jan 2019
ChestX-ray8: Hospital-scale Chest X-ray Database and Benchmarks on Weakly-Supervised Classification and Localization of Common Thorax Diseases Xiaosong Wang Yifan Peng Le Lu Zhiyong Lu M. Bagheri Ronald M. Summers LM&MA 277 2,563 0 05 May 2017
DeepOrgan: Multi-level Deep Convolutional Networks for Automated Pancreas Segmentation H. Roth Le Lu A. Farag Hoo-Chang Shin Jiamin Liu E. Turkbey Ronald M. Summers SSeg MedIm 92 747 0 22 Jun 2015