SHAXSNING BIOMETRIK IDENTIFIKATSIYA TEXNOLOGIYALARI ALGORITMLARI VA ULARNING QO'LLANILISH ISTIQBOLLARI

Authors

  • Rozaliyev Abdumalik
  • Melikuziev Hasanjon

Keywords:

biometrik identifikatsiya, barmoq izi, yuz tanish, iris tanish, chuqur o'rganish, neyron tarmoq, autentifikatsiya.

Abstract

Ushbu maqolada shaxsni biometrik identifikatsiya qilishning asosiy texnologiyalari, algoritmlari va ularning zamonaviy amaliyotdagi o'rni tahlil qilingan. Barmoq izi, yuz, iris va ovoz tanish tizimlari ko'rib chiqilgan bo'lib, ularning ishlash tamoyillari, afzalliklari va kamchiliklari bayon etilgan. Shuningdek, sun'iy intellekt va chuqur o'rganish usullarining biometrik tizimlar samaradorligini oshirishdagi roli, hamda kelajakdagi qo'llanilish istiqbollari muhokama qilingan.

References

1. Jain, A.K., Ross, A., Prabhakar, S. (2004). An Introduction to Biometric Recognition. IEEE Transactions on Circuits and Systems for Video Technology, 14(1), 4–20.

2. Daugman, J. (2004). How iris recognition works. IEEE Transactions on Circuits and Systems for Video Technology, 14(1), 21–30.

3. Taigman, Y., Yang, M., Ranzato, M., Wolf, L. (2014). DeepFace: Closing the Gap to Human-Level Performance in Face Verification. CVPR 2014.

4. Schroff, F., Kalenichenko, D., Philbin, J. (2015). FaceNet: A Unified Embedding for Face Recognition and Clustering. CVPR 2015, 815–823.

5. Deng, J., Guo, J., Xue, N., Zafeiriou, S. (2019). ArcFace: Additive Angular Margin Loss for Deep Face Recognition. CVPR 2019, 4690–4699.

6. Maltoni, D., Maio, D., Jain, A.K., Prabhakar, S. (2009). Handbook of Fingerprint Recognition (2nd ed.). Springer.

7. NIST. (2022). Face Recognition Vendor Test (FRVT) Part 3: Demographic Effects. NISTIR 8280.

8. O'zbekiston Respublikasi Prezidentining «Raqamli O'zbekiston — 2030» strategiyasi to'g'risidagi Farmoni. PF-6079, 2020 yil 5 oktyabr.

9. Ross, A., Jain, A.K. (2003). Information fusion in biometrics. Pattern Recognition Letters, 24(13), 2115–2125.

10. ISO/IEC 19794-2:2011. Information technology — Biometric data interchange formats — Part 2: Finger minutiae data.

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Published

2026-06-06