Object detection and distance measurement

Baymatova, M.X., Nuratdinova, K., Raxmanov, M.

Innovations in Science and Technologies · 2024-yil

Annotatsiya

Object detection and distance measurement are fundamental tasks in computer vision, with applications ranging from autonomous vehicles to surveillance systems. This paper provides an overview of the various techniques andtechnologies used for object detection and distance measurement, including their principles, advantages, and limitations. We discuss the importance of combining these two capabilities to extract valuable information for real-world applications. We used Yolo4 tiny for project. YOLOv4-tiny is the compressed version of YOLOv4. The YOLOv4-tiny model achieves 22.0% AP (42.0% AP50) at a speed of 443 FPS on RTX 2080Ti, while by using TensorRT, batch size = 4 and FP16- precision the YOLOv4-tiny achieves 1774 FPS. Moreover, in order to create project, we utilized range of methods such as autoencoder, CNN and DNN.

Maqola ma’lumotlari
MualliflarBaymatova, M.X., Nuratdinova, K., Raxmanov, M.
JurnalInnovations in Science and Technologies
NashriyotТошкент давлат иқтисодиёт университети
ISSN3030-3451
Nashr sanasi2024-03-10
Jild1
Son1
Betlar60-70
TilIngliz
Ilmiy sohaIqtisodiyot
DOI10.5281/zenodo.10824703
Indeksga qo‘shilgan2026-08-26

DOI: 10.5281/zenodo.10824703 · Maqolaning asl sahifasi

Kalit so‘zlar

YOLOv4-tiny; One-stage methods; Two-stage methods; autoencoder, CNN, DNN.

Ilmiy soha

Iqtisodiyot

Iqtibos keltirish

APABaymatova, M.X., Nuratdinova, K., & Raxmanov, M. (2024). OBJECT DETECTION AND DISTANCE MEASUREMENT. Innovations in Science and Technologies, 1(1), 60-70. https://doi.org/10.5281/zenodo.10824703
GOST (OAK)Baymatova, M.X., Nuratdinova, K., Raxmanov, M. OBJECT DETECTION AND DISTANCE MEASUREMENT // Innovations in Science and Technologies. – 2024. – T. 1, № 1. – P. 60-70. – DOI: 10.5281/zenodo.10824703.
MLABaymatova, M.X., Nuratdinova, K., and Raxmanov, M. “OBJECT DETECTION AND DISTANCE MEASUREMENT.” Innovations in Science and Technologies, 1(1), 60-70, 2024. https://doi.org/10.5281/zenodo.10824703
ChicagoBaymatova, M.X., Nuratdinova, K., and Raxmanov, M. “OBJECT DETECTION AND DISTANCE MEASUREMENT.” Innovations in Science and Technologies, 1(1), 60-70 (2024). https://doi.org/10.5281/zenodo.10824703
HarvardBaymatova, M.X., Nuratdinova, K., and Raxmanov, M (2024) ‘OBJECT DETECTION AND DISTANCE MEASUREMENT’, Innovations in Science and Technologies, 1(1), 60-70. https://doi.org/10.5281/zenodo.10824703
BibTeX
@article{baymatovamx2024,
  title = {OBJECT DETECTION AND DISTANCE MEASUREMENT},
  author = {Baymatova, M.X. and Nuratdinova, K. and Raxmanov, M.},
  journal = {Innovations in Science and Technologies},
  year = {2024},
  volume = {1},
  number = {1},
  pages = {60-70},
  doi = {10.5281/zenodo.10824703},
  url = {https://doi.org/10.5281/zenodo.10824703}
}

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