In this work, we present a new SSL-based foundation model for retinal images (RETFound) and systematically evaluate its performance and generalizability in adapting to many disease detection tasks. A foundation model is defined as a large AI model trained on a vast quantity of unlabelled data at...
Pretraining a foundation model for generalizable fluorescence microscopy-based image restorationdoi:10.1038/s41592-024-02244-3Fluorescence microscopy-based image restoration has received widespread attention in the life sciences and has led to significant progress, benefiting from deep learning technology. ...
A whole-slide foundation model for digital pathology from real-world data Hanwen Xu, Naoto Usuyama, Jaspreet Bagga, Sheng Zhang, Rajesh Rao, Tristan Naumann, Cliff Wong, Zelalem Gero, Javier González, Yu Gu, Yanbo Xu, Mu Wei, Wenhui Wang, Shuming Ma, Furu Wei, Ji...
Pretraining a foundation model for generalizable fluorescence microscopy-based image restoration 来自 Springer 喜欢 0 阅读量: 40 作者:C Ma,W Tan,R He,B Yan 摘要: Fluorescence microscopy-based image restoration has received widespread attention in the life sciences and has led to significant progress...
Official Implementation for "Pretraining a foundation model for generalizable fluorescence microscopy-based image restoration" Online Demo We provide a live demo for UniFMIR athttp://unifmir.fdudml.cn/. You can also use the colab , the openxlab app ...
RETFound - A foundation model for retinal imaging Official repo forRETFound: a foundation model for generalizable disease detection from retinal images, which is based onMAE: Please contactykzhoua@gmail.comoryukun.zhou.19@ucl.ac.ukif you have questions. ...
We develop and demonstrate ClimaX, a flexible and generalizable deep learning model for weather and climate science that can be trained using heterogeneous datasets spanning different variables, spatio-temporal coverage, and physical groundings. ClimaX extends the Transformer architecture with novel encodi...
Such mixed results are likely to be generalizable because of the high variability during cell content separation. Concerted Trans-localizations Although it is difficult to identify genuine single trans-localizing proteins, a biologically relevant scenario could imply a set of proteins exhibiting the same...
Zhou, Y. et al. A foundation model for generalizable disease detection from retinal images.Nature622, 156–163 (2023). ADSCASPubMedPubMed CentralGoogle Scholar Majithia, S. et al. Cohort profile: The Singapore Epidemiology of Eye Diseases study (SEED).Int. J. Epidemiol....
Pretraining a foundation model for generalizable fluorescence microscopy-based image restoration Chenxi Ma Weimin Tan Bo Yan Nature Methods (2024) Medical large language models are susceptible to targeted misinformation attacks Tianyu Han Sven Nebelung Daniel Truhn npj Digital Medicine (2024) Vital...