Towards dental diagnostic systems: Synergizing wavelet transform with generative adversarial networks for enhanced image data fusion

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Abdullah A. Al-Haddad, Luttfi A. Al-Haddad, Sinan A. Al-Haddad, Alaa Abdulhady Jaber, Zeashan Hameed Khan, Hafiz Zia Ur Rehman

Published: 2024, Last Modified: 08 Oct 2025Comput. Biol. Medicine 2024EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Applied DWT and GANs to enhance pediatric dental X-ray image analysis.•Improved image clarity by histogram equalization and Gaussian filtering.•Achieved 89.7 % accuracy in pediatric dental disease diagnosis.•Utilized ANN for dental diagnostics; future work to optimize real-time applications.•Explored integration of diagnostic technology into dental X-ray scanners.