Open access
Sep 2026
Automated UI Component Detection and Visual Layout Quality Analysis from Webpage Screenshots Using Deep Learning
The findings indicate that automated visual UI quality assessment is a tractable objective and that structurally consistent components are reliably detected, while underperforming classes such as button and navigation are primarily limited by class definition noise.
Aditya Dwa, Aryan Silawal, Ayush Prajapati et al.
· Journal of Hillside College... · 0 citations