aspg-3-664-1791419534 20261008003214 American Scientific Publishing Group admin@americaspg.com American Scientific Publishing Group Fusion: Practice and Applications FPA 2770-0070 2692-4048 2021 3 1 Fairoz Q. Kareem IT Department. Technical College of Informatics – Akre, Duhok Polytechnic University, Duhok, Kurdistan Region, Iraq Adnan Mohsin Abdulazeez Computer Engineering, Duhok Polytechnic University, Duhok, Kurdistan Region, Iraq With the development of technology and smart devices in the medical field, the computer system has become an essential part of this development to learn devices in the medical field. One of the learning methods is deep learning (DL), which is a branch of machine learning (ML). The deep learning approach has been used in this field because it is one of the modern methods of obtaining accurate results through its algorithms, and among these algorithms that are used in this field are convolutional neural networks (CNN) and recurrent neural networks (RNN). In this paper we reviewed what have researchers have done in their researches to solve fetal problems, then summarize and carefully discuss the applications in different tasks identified for segmentation and classification of ultrasound images. Finally, this study discussed the potential challenges and directions for applying deep learning in ultrasound image analysis. 2021 29 42 664 https://creativecommons.org/licenses/by/4.0/ 10.54216/FPA.030102 https://www.americaspg.com/journal/3/article/664 https://www.americaspg.com/storage/6515.pdf