The Role of Local Alignment and Uniformity in Image-Text Contrastive
Learning on Medical Images

The Role of Local Alignment and Uniformity in Image-Text Contrastive Learning on Medical Images

14 November 2022

Georgios Kaissis

Daniel Rueckert

Papers citing "The Role of Local Alignment and Uniformity in Image-Text Contrastive Learning on Medical Images"

8 / 8 papers shown

Title
Medical Multimodal Foundation Models in Clinical Diagnosis and Treatment: Applications, Challenges, and Future Directions Kai Sun Siyan Xue F. Sun Haoran Sun Yu-Juan Luo ... Xinzhou Wang Lei Yang Shuo Jin Jun Yan Jiahong Dong AI4CE 69 2 0 03 Dec 2024
Mammo-CLIP: Leveraging Contrastive Language-Image Pre-training (CLIP) for Enhanced Breast Cancer Diagnosis with Multi-view Mammography Xuxin Chen Yuheng Li Mingzhe Hu Ella Salari Xiaoqian Chen Richard L. J. Qiu Bin Zheng Xiaofeng Yang VLM 34 6 0 24 Apr 2024
CLIP in Medical Imaging: A Comprehensive Survey Zihao Zhao Yuxiao Liu Han Wu Yonghao Li Sheng Wang L. Teng Disheng Liu Zhiming Cui Qian Wang Dinggang Shen CLIP MedIm LM&MA VLM 21 2 0 12 Dec 2023
Medical Vision Language Pretraining: A survey Prashant Shrestha Sanskar Amgain Bidur Khanal Cristian A. Linte Binod Bhattarai VLM 27 14 0 11 Dec 2023
Joint Learning of Localized Representations from Medical Images and Reports Philipp Muller Georgios Kaissis Cong Zou Daniel Munich 132 81 0 06 Dec 2021
Pre-trained Language Models in Biomedical Domain: A Systematic Survey Benyou Wang Qianqian Xie Jiahuan Pei Zhihong Chen Prayag Tiwari Zhao Li Jie Fu LM&MA AI4CE 31 163 0 11 Oct 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 293 3,689 0 11 Feb 2021
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 282 39,190 0 01 Sep 2014