Pollen’s Profiling is an AI-based system that classifies pollen grains from microscope images using a multi-scale CNN and SRGAN deblurring. It automates expert analysis, achieving up to 97.7% accuracy, and is useful in allergy monitoring, environmental studies, and botanical research.