Unleashing the power of generative adversarial networks: A novel machine learning approach for vehicle detection and localisation in the dark

• Published in: Cognitive computation and systems Vol. 5; no. 3; pp. 169 - 180
• Main Authors: Hassan Onim, Md Saif, Nyeem, Hussain, Khan Arnob, Md. Wahiduzzaman, Pooja, Arunima Dey
• Format: Journal Article
• Language: English
• Published: Dordrecht John Wiley & Sons, Inc 01.09.2023; Wiley
• Subjects: Accuracy; Automation; computer vision; Datasets; Global positioning systems; GPS; image processing; Learning algorithms; Localization; machine intelligence; Machine learning; Sensors; Telematics

Abstract Machine vision in low‐light conditions is a critical requirement for object detection in road transportation, particularly for assisted and autonomous driving scenarios. Existing vision‐based techniques are limited to daylight traffic scenarios due to their reliance on adequate lighting and...