aspg-39-3026-1792223087 20261017074447 American Scientific Publishing Group admin@americaspg.com American Scientific Publishing Group Neutrosophic and Information Fusion NIF 2836-7863 2024 3 1 Sandy Montajab Hazzouri Faculty of Informatics Engineering, Albaath University, Syria The traditional methods of discovering objects no longer meet the requirements of the times as a result of their reliance on non-dynamic methods and their slow performance in light of the world’s dependence on a huge amount of multimedia and social media. The rapid development of deep learning provides more powerful tools capable of manipulating high-level and complex semantic features of objects. Several techniques have been developed to detect objects using deep learning algorithms. This research presents a comparative analysis of the most famous deep learning techniques for object detection, explaining their mechanisms and use cases and providing an experimental evaluation of their performance. 2024 12 19 3026 https://creativecommons.org/licenses/by/4.0/ 10.54216/NIF.030103 https://americaspg.com/journal/39/article/3026 https://americaspg.com/storage/articles/manuscripts/01M3T1EZQ70R0R6EBFF7AQK1Y1.pdf