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F. Özkök

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Open access Aug 2026

Image-based air quality classification: superior performance of a VGG16 feature extraction and random forest pipeline

A hybrid pipeline that combines deep learning feature extraction with traditional machine learning classification for image-based air quality assessment and shows a significant potential for combining deep feature extraction with traditional machine learning algorithms to create scalable environmental monitoring system...

N. Mahmood, F. Özkök · 0 citations

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