The Institute of Informatics for Postgraduate Studies (IIPS) at the University of Information Technology and Communications discussed the PhD dissertation submitted by the student Noha Mohammed Khasaf, within the specialization of Computer Science, entitled:
Multi-level Protection System Design for Ownership in Image Captioning.

The dissertation aimed to address the challenges associated with protecting intellectual property rights in image captioning systems by developing an integrated, secure, and intelligent framework that combines high-quality caption generation with robust embedding techniques to safeguard content.

The study relied on advanced deep learning architectures to enhance the accuracy of image captioning, along with the implementation of sophisticated protection mechanisms to ensure the confidentiality and integrity of the generated captions and to preserve their intellectual property rights.

Following the successful defense and approval by the chairman and members of the committee, the student was awarded a PhD degree with a grade of Very Good in Computer Science / Artificial Intelligence.