Adversarial erasing enhanced multiple instance learning (siMILe): Discriminative identification of oligomeric protein structures in single molecule localization microscopy
Christian Hallgrimson, Yahongyang Lydia Li, Claire A. Shou, Ben Cardoen, John Lim, Timothy H. Wong, Ismail M. Khater, Ivan R. Nabi, Ghassan Hamarneh
siMILe identifies condition-specific protein structures from SMLM data by using adversarial erasing and multiple instance learning, showing improved detection of caveolae and structural variations.
Advanced Intelligent Systems · Apr 30, 2026Peer-reviewedBioinformatics