On the problem of object recognition on devices with limited resources

• Published in: PROBLEMS IN PROGRAMMING
• Date: 2025
• Issue: 4
• Pages: 14-22
• ISSN: 1727-4907
• Author Affiliations: Y.M. Berdnyk — NTUU "KPI"; A.O. Skotarenko — NTUU "KPI"
• Keywords: нейромережний класифікатор об’єктів, мікроконтролер, класифікація об’єктів, класифікація обєктів, кластер мікромереж, мікроконтролерна система, розпізнавання об’єктів, класифікація, мікроконтролерні системи, нейронна мережа
• Main Authors: Berdnyk, Y.M., Skotarenko, A.O.
• Format: Article
• Language: Ukrainian
• Published: PROBLEMS IN PROGRAMMING 2025
• Subjects: object recognition; classification; neural network; MobileNet architecture; microcontroller; UDC 004.93
• Online Access: https://pp.isofts.kiev.ua/index.php/ojs1/article/view/670
• Journal Title: Problems in programming

The problem of implementing object recognition on microcontrollers with limited resources, particularly the challenges related to their computational power, memory capacity, and energy consumption is addressesed. The use of the compact MobileNet neural network architecture is proposed, which is base...