TELKOMNIKA Telecommunication, Computing, Electronics and Control
Rice seed image classification based on HOG descriptor with missing values imputation

Dublin Core

Title

TELKOMNIKA Telecommunication, Computing, Electronics and Control
Rice seed image classification based on HOG descriptor with missing values imputation

Subject

HOG descriptor, KNN imputation, Linear interpolation, Missing value imputation, Rice seed image classification, Zero imputation

Description

Rice is a primary source of food consumed by almost half of world
population. Rice quality mainly depends on the purity of the rice seed.
In order to ensure the purity of rice variety, the recognition process is an
essential stage. In this paper, we firstly propose to use histogram of oriented gradient (HOG) descriptor to characterize rice seed images. Since the size of image is totally random and the features extracted by HOG can not be used directly by classifier due to the different dimensions. We apply several imputation methods to fill the missing data for HOG descriptor. The experiment is applied on the VNRICE benchmark dataset to evaluate the proposed approach.

Creator

Huy Nguyen-Quoc, Vinh Truong Hoang

Source

DOI: 10.12928/TELKOMNIKA.v18i4.14069

Publisher

Universitas Ahmad Dahlan

Date

August 2020

Contributor

Sri Wahyuni

Rights

ISSN: 1693-6930

Relation

http://journal.uad.ac.id/index.php/TELKOMNIKA

Format

PDF

Language

English

Type

Text

Coverage

TELKOMNIKA Telecommunication, Computing, Electronics and Control

Files

Collection

Tags

,Repository, Repository Horizon University Indonesia, Repository Universitas Horizon Indonesia, Horizon.ac.id, Horizon University Indonesia, Universitas Horizon Indonesia, HorizonU, Repo Horizon , ,Repository, Repository Horizon University Indonesia, Repository Universitas Horizon Indonesia, Horizon.ac.id, Horizon University Indonesia, Universitas Horizon Indonesia, HorizonU, Repo Horizon , ,Repository, Repository Horizon University Indonesia, Repository Universitas Horizon Indonesia, Horizon.ac.id, Horizon University Indonesia, Universitas Horizon Indonesia, HorizonU, Repo Horizon , ,Repository, Repository Horizon University Indonesia, Repository Universitas Horizon Indonesia, Horizon.ac.id, Horizon University Indonesia, Universitas Horizon Indonesia, HorizonU, Repo Horizon , ,Repository, Repository Horizon University Indonesia, Repository Universitas Horizon Indonesia, Horizon.ac.id, Horizon University Indonesia, Universitas Horizon Indonesia, HorizonU, Repo Horizon , ,Repository, Repository Horizon University Indonesia, Repository Universitas Horizon Indonesia, Horizon.ac.id, Horizon University Indonesia, Universitas Horizon Indonesia, HorizonU, Repo Horizon ,

Citation

Huy Nguyen-Quoc, Vinh Truong Hoang, “TELKOMNIKA Telecommunication, Computing, Electronics and Control
Rice seed image classification based on HOG descriptor with missing values imputation,” Repository Horizon University Indonesia, accessed April 3, 2025, https://repository.horizon.ac.id/items/show/3943.