ASAD ULLAH GILL; QAMAR FAROOQ; HAROON NOOR; MUHAMMAD HAMZA AFZAL; QAMAR AYYUB. DEEP LEARNING-BASED TRAFF‌IC SIGN DETECTION IN DEVELOPING-COUNTRY ROAD CONDITIONS: A COMPARATIVE STUDY OF YOLOV8, YOLOV5, VISION TRANSFORMER AND RESNET18. Spectrum of Engineering Sciences, [S. l.], v. 4, n. 5, p. 2215–2224, 2026. Disponível em: https://www.thesesjournal.com/index.php/1/article/view/2960. Acesso em: 25 may. 2026.