HARDWARE-SOFTWARE COMPLEX OF ALGORITHMS FOR VIDEO DATA PROCESSING AND COMPUTER VISION
Keywords:
Video ma’lumotlarga ishlov berish, kompyuterli ko’rish, CNN, YOLO, GPU, FPGA, TensorFlow, OpenCV, real vaqt algoritmlari, apparat dasturiy majmusi.Abstract
The article analyzes the hardware and software complex for video data processing and computer vision algorithms. It covers video data processing processes, computer vision algorithms, including technologies such as CNN, YOLO and R-CNN, and shows the role of hardware such as GPU and FPGA in increasing their efficiency. It also analyzes software platforms (TensorFlow, OpenCV) and presents the capabilities of real-time video data processing. The article is devoted to the application of video data processing in industry, security and medicine, and considers prospects for further development.
References
Ahmadov, A. (2020). “Sun’iy intellekt asoslari va uning qo’llanilishi.” Toshkent: Ma’naviyat.
Alimov, N. (2019). “Kompyuterli ko‘rish tizimlarining rivojlanishi va qo‘llanilishi.” Innovatsion Texnologiyalar Jurnali, 4(3), 45-52.
Bektemirov, I. (2021). “GPU va FPGA texnologiyalarining real vaqt rejimida ishlov berishdagi roli.” O‘zbekiston Fanlar Akademiyasi Nashriyoti.
G‘ulomov, U. (2018). “Neyron tarmoqlar va kompyuterli ko‘rish algoritmlarining sanoatda qo‘llanilishi.” Texnologik Jarayonlar va Innovatsiyalar Jurnali, 6(2), 55-63.
Karimov, M. (2020). “Kompyuterli ko‘rish texnologiyalari va algoritmlarining nazariy asoslari.” Samarqand: Ilm va Fan.
Qodirov, B. (2022). “OpenCV va TensorFlow dasturiy platformalari yordamida video oqimlariga ishlov berish.” Zamonaviy Informatika Jurnali, 8(1), 23-29.
Raxmatov, K. (2021). “Sun’iy intellekt va mashinaviy o‘qitish texnologiyalari.” Toshkent: O‘zbekiston Milliy Universiteti.
Usmonov, D. (2021). “YOLO algoritmi va obyektlarni real vaqt rejimida aniqlash texnologiyalari.” Informatika va Texnologiyalar Ilmiy Jurnali, 9(2), 34-40.
Xayrullayev, F. (2020). “FPGA texnologiyalari va ularning sanoatdagi qo‘llanilishi.” Texnika Fanlari Jurnali, 7(3), 15-21.
Yo‘ldoshev, J. (2019). “Kompyuterli ko‘rish tizimlarining xavfsizlik sohasida qo‘llanilishi.” O‘zbekiston Texnologik Ilmiy Jurnali, 5(4), 37-44.
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