Facial image segmentation based on Gabor filter

Mamatov, N.S., Niyozmatova, N.A., Tojiboyeva, Sh.X., Mashanpin, T.V., Yaxyaev, B.Yu.

Рақамли технологияларнинг назарий ва амалий масалалари · 2025-yil

Annotatsiya

As one of the important parts of face recognition, face image segmentation has become a major focus of human feature recognition. In this paper, the AdaBoost algorithm and Gabor texture analysis algorithm are used to segment an image containing multiple faces, which effectively reduces the false detection rate in face image segmentation. In face image segmentation, the image containing face data is first analyzed by texture using the Gabor algorithm, and different thresholds are set for different skin-like areas, thereby removing skin-like areas in the background image. Then, the face areas are detected using the AdaBoost algorithm, and the detected face areas are segmented. Experiments have shown that the proposed method can quickly and accurately segment faces in the image, and effectively reduce the loss and false detection rates.

Maqola ma’lumotlari
MualliflarMamatov, N.S., Niyozmatova, N.A., Tojiboyeva, Sh.X., Mashanpin, T.V., Yaxyaev, B.Yu.
JurnalРақамли технологияларнинг назарий ва амалий масалалари
NashriyotТАТУ Самарқанд филиали
ISSN2181-3086, 2181-3094
Nashr sanasi2025-04-06
Jild8
Son1
Betlar183-189
TilIngliz
Ilmiy sohaTexnika
DOI10.62132/ijdt.v8i1.250
Indeksga qo‘shilgan2026-08-26

Kalit so‘zlar

yuz tasviri, Gabor filtri, AdaBoost, face image, Gabor filter, AdaBoost

Ilmiy soha

Iqtibos keltirish

APAMamatov, N.S., Niyozmatova, N.A., Tojiboyeva, Sh.X., Mashanpin, T.V., & Yaxyaev, B.Yu. (2025). Facial image segmentation based on Gabor filter. Рақамли технологияларнинг назарий ва амалий масалалари, 8(1), 183-189. https://doi.org/10.62132/ijdt.v8i1.250
GOST (OAK)Mamatov, N.S. va b. Facial image segmentation based on Gabor filter // Рақамли технологияларнинг назарий ва амалий масалалари. – 2025. – T. 8, № 1. – P. 183-189. – DOI: 10.62132/ijdt.v8i1.250.
MLAMamatov, N.S., Niyozmatova, N.A., Tojiboyeva, Sh.X., Mashanpin, T.V., and Yaxyaev, B.Yu. “Facial image segmentation based on Gabor filter.” Рақамли технологияларнинг назарий ва амалий масалалари, 8(1), 183-189, 2025. https://doi.org/10.62132/ijdt.v8i1.250
ChicagoMamatov, N.S., Niyozmatova, N.A., Tojiboyeva, Sh.X., Mashanpin, T.V., and Yaxyaev, B.Yu. “Facial image segmentation based on Gabor filter.” Рақамли технологияларнинг назарий ва амалий масалалари, 8(1), 183-189 (2025). https://doi.org/10.62132/ijdt.v8i1.250
HarvardMamatov, N.S., Niyozmatova, N.A., Tojiboyeva, Sh.X., Mashanpin, T.V., and Yaxyaev, B.Yu (2025) ‘Facial image segmentation based on Gabor filter’, Рақамли технологияларнинг назарий ва амалий масалалари, 8(1), 183-189. https://doi.org/10.62132/ijdt.v8i1.250
BibTeX
@article{mamatovns2025,
  title = {Facial image segmentation based on Gabor filter},
  author = {Mamatov, N.S. and Niyozmatova, N.A. and Tojiboyeva, Sh.X. and Mashanpin, T.V. and Yaxyaev, B.Yu.},
  journal = {Рақамли технологияларнинг назарий ва амалий масалалари},
  year = {2025},
  volume = {8},
  number = {1},
  pages = {183-189},
  doi = {10.62132/ijdt.v8i1.250},
  url = {https://doi.org/10.62132/ijdt.v8i1.250}
}

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