Five face detector configurations (YuNet, Dlib HOG without and with upsampling, OpenCV DNN, RetinaFace) are evaluated on 1 895 annotated faces in overall and dominant-face modes. Error structure, resolution-dependent latency and efficiency are quantified, and a constrained criterion for detector-tier selection is proposed.
| Mualliflar | Ortiqova , Feruza |
|---|---|
| Jurnal | Techscience.uz - техника фанлари долзарб масалалри |
| Nashriyot | Жиззах политехника институти |
| ISSN | 3030-3702, 3030-3702 |
| Nashr sanasi | 2026-10-12 |
| Jild | 4 |
| Son | 10 |
| Betlar | 11-21 |
| Til | Ingliz |
| Ilmiy soha | Texnika |
| DOI | 10.47390/ts-v4i10y2026n02 |
| Indeksga qo‘shilgan | 2026-10-13 |
DOI: 10.47390/ts-v4i10y2026n02 · Maqolaning asl sahifasi
face detection; YuNet; Dlib; RetinaFace; OpenCV DNN; confusion matrix; inference latency; Pareto front; detector selection; edge computing., yuzni aniqlash; YuNet; Dlib; RetinaFace; OpenCV DNN; xatoliklar matritsasi; xulosa chiqarish kechikishi; Pareto fronti; detektorni tanlash; chekka hisoblash.
| APA | Ortiqova , Feruza (2026). EXPERIMENTAL ANALYSIS OF ERROR STRUCTURE AND LATENCY OF FACE DETECTORS AND CONSTRAINED DETECTOR-TIER SELECTION FOR REAL-TIME BIOMETRIC SYSTEMS. Techscience.uz - техника фанлари долзарб масалалри, 4(10), 11-21. https://doi.org/10.47390/ts-v4i10y2026n02 |
|---|---|
| GOST (OAK) | Ortiqova , Feruza EXPERIMENTAL ANALYSIS OF ERROR STRUCTURE AND LATENCY OF FACE DETECTORS AND CONSTRAINED DETECTOR-TIER SELECTION FOR REAL-TIME BIOMETRIC SYSTEMS // Techscience.uz - техника фанлари долзарб масалалри. – 2026. – T. 4, № 10. – P. 11-21. – DOI: 10.47390/ts-v4i10y2026n02. |
| MLA | Ortiqova , Feruza. “EXPERIMENTAL ANALYSIS OF ERROR STRUCTURE AND LATENCY OF FACE DETECTORS AND CONSTRAINED DETECTOR-TIER SELECTION FOR REAL-TIME BIOMETRIC SYSTEMS.” Techscience.uz - техника фанлари долзарб масалалри, 4(10), 11-21, 2026. https://doi.org/10.47390/ts-v4i10y2026n02 |
| Chicago | Ortiqova , Feruza. “EXPERIMENTAL ANALYSIS OF ERROR STRUCTURE AND LATENCY OF FACE DETECTORS AND CONSTRAINED DETECTOR-TIER SELECTION FOR REAL-TIME BIOMETRIC SYSTEMS.” Techscience.uz - техника фанлари долзарб масалалри, 4(10), 11-21 (2026). https://doi.org/10.47390/ts-v4i10y2026n02 |
| Harvard | Ortiqova , Feruza (2026) ‘EXPERIMENTAL ANALYSIS OF ERROR STRUCTURE AND LATENCY OF FACE DETECTORS AND CONSTRAINED DETECTOR-TIER SELECTION FOR REAL-TIME BIOMETRIC SYSTEMS’, Techscience.uz - техника фанлари долзарб масалалри, 4(10), 11-21. https://doi.org/10.47390/ts-v4i10y2026n02 |
| BibTeX | @article{ortiqovaferuza2026,
title = {EXPERIMENTAL ANALYSIS OF ERROR STRUCTURE AND LATENCY OF FACE DETECTORS AND CONSTRAINED DETECTOR-TIER SELECTION FOR REAL-TIME BIOMETRIC SYSTEMS},
author = {Ortiqova , Feruza},
journal = {Techscience.uz - техника фанлари долзарб масалалри},
year = {2026},
volume = {4},
number = {10},
pages = {11-21},
doi = {10.47390/ts-v4i10y2026n02},
url = {https://doi.org/10.47390/ts-v4i10y2026n02}
} |
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