Deep learning-based synapse counting and synaptic ultrastructure analysis of electron microscopy images

•DL models achieve high performance for synaptic analysis using EM images.•Faster R-CNN model achieved accurate synapse counting in low-magnification EM images.•Integration of multiple DL models enables efficient synaptic ultrastructure analysis.•High-magnification EM provides accurate membrane segmentation and vesicle detection.