Context-Aware Deep Learning Enables High-Efficacy Localization of High Concentration Microbubbles for Super-Resolution Ultrasound Localization Microscopy
Example code for LOCA-ULM simulation pipeline
Context-Aware Deep Learning Enables High-Efficacy Localization of High Concentration Microbubbles for Super-Resolution Ultrasound Localization Microscopy, Nat Commun 15, 2932 (2024). https://doi.org/10.1038/s41467-024-47154-2 We offer two notebooks to introduce LOCA-ULM:
(1) Least Squares Generative Adversarial Networks (LSGAN) training to create synthetic microbubble signals (2) Generating simulation data for online training
Related Dataset
In vivo IQ data are available and can be found in 10.5281/zenodo.10711806 (https://doi.org/10.5281/zenodo.10711806)