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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Aryan Silawal

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Open access Sep 2026

Automated UI Component Detection and Visual Layout Quality Analysis from Webpage Screenshots Using Deep Learning

This paper addresses the lack of automated, image-based tools for evaluating the visual layout quality of web user interfaces as existing approaches rely on source code and Document Object Model analysis rather than reasoning about the rendered interface as perceived by the end user. The study employs a YOLOv11s object...

Aditya Dwa, Aryan Silawal, Ayush Prajapati et al. · 0 citations

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