I am conducting a short survey (5–10 minutes) as part of my MSc thesis research on: “A Comparative Analysis of CNN-based, Transformer-based, and Lightweight Models for Multi-Class Image Classification: Assessing the Effectiveness of Data Augmentation.”

The survey seeks insights from researchers and practitioners with experience in deep learning, image classification, and data augmentation. Your responses will help compare model efficiency and identify which augmentation techniques are most effective in practice.

Survey link: https://docs.google.com/forms/d/e/1FAIpQLSf5U5dpWnFoz1AZMLEllnv-h8XOLE7QPlzh87JBcEGQoHHm8g/viewform?usp=dialog

All responses are anonymous and will be used only for academic purposes.

Thank you very much for your time and valuable contribution!