Ankit Gupta

SubCell is a deep learning model for fluorescence microscopy that captures cellular morphology and protein organization, outperforming existing methods and enabling a multimodal approach to gene function.

This study compares the predictive performance of models trained on fluorescence and brightfield images for drug mechanism of action prediction, finding comparable results.

SimSearch enables fast ROI detection in microscopy images through user-guided deep learning with minimal interaction and prior information.

The paper generates fluorescent labels from bright-field images using deep learning to enable virtual staining of adipocyte cells, improving feature extraction for downstream analysis.