2 papers
cs.CV2026
Structural Preservation Governs Data Augmentation in Deep Learning-Based Laser Speckle Material Classification
Mohamed Abdallah Salem, Nourhan Zein Diab
Data augmentation is routinely used to improve generalization in image classification, but the assumptions underlying standard policies are poorly matched to coherent imaging. Lase…
cs.CV2025
Efficient Edge-Compatible CNN for Speckle-Based Material Recognition in Laser Cutting Systems
Mohamed Abdallah Salem, Nourhan Zein Diab
Accurate material recognition is critical for safe and effective laser cutting, as misidentification can lead to poor cut quality, machine damage, or the release of hazardous fumes…