From computer vision system prototypes to production systems: practical challenges and deployment-oriented evaluation

Makharov, Kodirbek

Techscience.uz - техника фанлари долзарб масалалри · 2026-yil

Annotatsiya

This paper addresses the challenge of transitioning computer vision systems from the prototyping stage to real-world production environments. While many existing studies focus primarily on improving model accuracy, deployment-related issues are often insufficiently explored. The paper analyzes practical and engineering aspects of production-ready computer vision systems, including model optimization, deployment environments, and computational constraints. Particular attention is paid to trade-offs between accuracy, inference speed, and resource consumption. The presented evaluations are illustrative in nature and aim to reflect typical performance trends observed during deployment. The findings provide methodological insights that may assist practitioners and engineers involved in deploying and maintaining computer vision systems.

Maqola ma’lumotlari
MualliflarMakharov, Kodirbek
JurnalTechscience.uz - техника фанлари долзарб масалалри
NashriyotЖиззах политехника институти
ISSN3030-3702, 3030-3702
Nashr sanasi2026-01-31
Jild4
Son1
Betlar4-11
TilIngliz
Ilmiy sohaTexnika
DOI10.47390/ts-v4i1y2026n01
Indeksga qo‘shilgan2026-08-26

DOI: 10.47390/ts-v4i1y2026n01 · Maqolaning asl sahifasi

Kalit so‘zlar

computer vision, prototyping, production systems, deployment, model optimization, performance evaluation, engineering constraints., компьютерное зрение, прототипирование, производственные системы, развертывание, оптимизация моделей, оценка производительности, инженерные ограничения.

Ilmiy soha

Texnika

Iqtibos keltirish

APAMakharov, Kodirbek (2026). FROM COMPUTER VISION SYSTEM PROTOTYPES TO PRODUCTION SYSTEMS: PRACTICAL CHALLENGES AND DEPLOYMENT-ORIENTED EVALUATION. Techscience.uz - техника фанлари долзарб масалалри, 4(1), 4-11. https://doi.org/10.47390/ts-v4i1y2026n01
GOST (OAK)Makharov, Kodirbek FROM COMPUTER VISION SYSTEM PROTOTYPES TO PRODUCTION SYSTEMS: PRACTICAL CHALLENGES AND DEPLOYMENT-ORIENTED EVALUATION // Techscience.uz - техника фанлари долзарб масалалри. – 2026. – T. 4, № 1. – P. 4-11. – DOI: 10.47390/ts-v4i1y2026n01.
MLAMakharov, Kodirbek. “FROM COMPUTER VISION SYSTEM PROTOTYPES TO PRODUCTION SYSTEMS: PRACTICAL CHALLENGES AND DEPLOYMENT-ORIENTED EVALUATION.” Techscience.uz - техника фанлари долзарб масалалри, 4(1), 4-11, 2026. https://doi.org/10.47390/ts-v4i1y2026n01
ChicagoMakharov, Kodirbek. “FROM COMPUTER VISION SYSTEM PROTOTYPES TO PRODUCTION SYSTEMS: PRACTICAL CHALLENGES AND DEPLOYMENT-ORIENTED EVALUATION.” Techscience.uz - техника фанлари долзарб масалалри, 4(1), 4-11 (2026). https://doi.org/10.47390/ts-v4i1y2026n01
HarvardMakharov, Kodirbek (2026) ‘FROM COMPUTER VISION SYSTEM PROTOTYPES TO PRODUCTION SYSTEMS: PRACTICAL CHALLENGES AND DEPLOYMENT-ORIENTED EVALUATION’, Techscience.uz - техника фанлари долзарб масалалри, 4(1), 4-11. https://doi.org/10.47390/ts-v4i1y2026n01
BibTeX
@article{makharovkodirbek2026,
  title = {FROM COMPUTER VISION SYSTEM PROTOTYPES TO PRODUCTION SYSTEMS: PRACTICAL CHALLENGES AND DEPLOYMENT-ORIENTED EVALUATION},
  author = {Makharov, Kodirbek},
  journal = {Techscience.uz - техника фанлари долзарб масалалри},
  year = {2026},
  volume = {4},
  number = {1},
  pages = {4-11},
  doi = {10.47390/ts-v4i1y2026n01},
  url = {https://doi.org/10.47390/ts-v4i1y2026n01}
}

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