P. D. Cherniaeva

Impact of Advanced Data Augmentation and Synthetic Samples on Model Generalization in Small- Scale Computer Vision Tasks

In many specialized computer vision applications, such as smart wearable sensor monitoring and industrial quality control, acquiring large-scale labeled datasets is often prohibitive due to privacy concerns, operational costs, and the rarity of target events. Consequently, convolutional neural networks (CNNs) trained o...