Yulianti, Titin and Telaumbanua, Mareli and Septama, Hery Dian and Fitriawan, Helmy and Yudamson, Afri (2021) Pengaruh Seleksi Fitur Citra Terhadap Klasifikasi Tingkat Kesegaran Daging Sapi Lokal. Jurnal Teknik Pertanian Lampung, 10 (1). pp. 85-95. ISSN 2302-559X
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Abstract
Identifying beef manually has some drawbacks because human visual has limitations and there are differences of human perception in assessing object quality. Several researches developed beef quality assessment methods based on image feature extraction. However, not all features support for obtaining the classification results that have high accuracy. The efficiency will be achieved if the classification analyzes only the relevant features. Therefore, a feature selection process is required to select relevant features and to eliminate irrelevant features to obtain more accurate and faster classification results. One of the feature selection algorithms is the F-Score which is a simple technique that measures the discrimination of two sets of real numbers. The features with the lowest ranking from the F-Score will be eliminated one by one until the most relevant features are obtained. The test is carried out by analyzing the classification results in the form of sensitivity, specificity, and accuracy values. The results of this research showed that by using the F-Score feature, the most relevant features for the classification of freshness level of local beef are obtained using the K-Nearest Neighbor (KNN) method. These features include the average color intensity R and standard deviation with a sensitivity of 0.8, a specificity of 0.93, and an accuracy of 86%.
| Item Type: | Article |
|---|---|
| Subjects: | T Technology > TK Electrical engineering. Electronics Nuclear engineering |
| Divisions: | Fakultas Teknik (FT) > Prodi Teknik Informatika |
| Depositing User: | titin yulianti |
| Date Deposited: | 08 Jun 2021 16:15 |
| Last Modified: | 08 Jun 2021 16:15 |
| URI: | http://repository.lppm.unila.ac.id/id/eprint/32278 |
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