A Convolutional Neural Network For Classification Cotton Boll Opening Degree

Abdulhamidov, Azizjon, Uljaev, Erkin, Ubaydullayev, Utkirjon

Al-Farg'oniy avlodlari · 2023-yil

Annotatsiya

Abstract — The paper is devoted to the development of a cotton boll opening degree classification algorithm based on a convolutional neural network. A neural network consisting of convolutional layers, subsampling layers, and full-link layers was used in the study. The aim of the work is to classify cotton boll samples according to their opening degree. The classification criteria are minimizing the number of errors and achieving high accuracy. In the process of creating the algorithm, the data obtained by computing and image processing software were used. In this paper, a number of experiments were conducted with different parameters of convolutional neural networks and training samples to optimize the classification process. The final algorithm was tested on real cotton samples and demonstrated high classification accuracy.

Maqola ma’lumotlari
MualliflarAbdulhamidov, Azizjon, Uljaev, Erkin, Ubaydullayev, Utkirjon
JurnalAl-Farg'oniy avlodlari
NashriyotТАТУ Фарғона филиали
ISSN2181-4252
Nashr sanasi2023-12-11
Son4
Betlar31-36
TilIngliz
Ilmiy sohaTexnika
Indeksga qo‘shilgan2026-08-26

Maqolaning asl sahifasi

Kalit so‘zlar

Keywords — computer vision, convolutional neural network, image classification, image segmentation, recurrent neural networks, model training, epoch, layers, Kalit so'zlar — kompyuterni ko'rish, konvolyutsion neyron tarmog'i, tasvir tasnifi, tasvirni segmentatsiyalash, takroriy neyron tarmoqlar, model o'rgatish, davr, qatlamlar, computer vision, convolutional neural network, image classification, image segmentation, recurrent neural networks, model training, epoch, layers

Ilmiy soha

Texnika

Iqtibos keltirish

APAAbdulhamidov, Azizjon, Uljaev, Erkin, & Ubaydullayev, Utkirjon (2023). A Convolutional Neural Network For Classification Cotton Boll Opening Degree. Al-Farg'oniy avlodlari, (4), 31-36. https://al-fargoniy.uz/index.php/journal/article/view/147
GOST (OAK)Abdulhamidov, Azizjon, Uljaev, Erkin, Ubaydullayev, Utkirjon A Convolutional Neural Network For Classification Cotton Boll Opening Degree // Al-Farg'oniy avlodlari. – 2023. – № 4. – P. 31-36.
MLAAbdulhamidov, Azizjon, Uljaev, Erkin, and Ubaydullayev, Utkirjon. “A Convolutional Neural Network For Classification Cotton Boll Opening Degree.” Al-Farg'oniy avlodlari, (4), 31-36, 2023. https://al-fargoniy.uz/index.php/journal/article/view/147
ChicagoAbdulhamidov, Azizjon, Uljaev, Erkin, and Ubaydullayev, Utkirjon. “A Convolutional Neural Network For Classification Cotton Boll Opening Degree.” Al-Farg'oniy avlodlari, (4), 31-36 (2023). https://al-fargoniy.uz/index.php/journal/article/view/147
HarvardAbdulhamidov, Azizjon, Uljaev, Erkin, and Ubaydullayev, Utkirjon (2023) ‘A Convolutional Neural Network For Classification Cotton Boll Opening Degree’, Al-Farg'oniy avlodlari, (4), 31-36. https://al-fargoniy.uz/index.php/journal/article/view/147
BibTeX
@article{abdulhamidovazizjon2023,
  title = {A Convolutional Neural Network For Classification Cotton Boll Opening Degree},
  author = {Abdulhamidov, Azizjon and Uljaev, Erkin and Ubaydullayev, Utkirjon},
  journal = {Al-Farg'oniy avlodlari},
  year = {2023},
  number = {4},
  pages = {31-36},
  url = {https://al-fargoniy.uz/index.php/journal/article/view/147}
}

Boshqa maqola uchun iqtibos tayyorlash

Al-Farg'oniy avlodlari jurnalidan boshqa maqolalar

Al-Farg'oniy avlodlari — barcha maqolalar · 2023-yil arxivi

Texnika sohasidagi boshqa maqolalar

Texnika sohasidagi OAK jurnallari