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Journal : JOIV : International Journal on Informatics Visualization

Fermented and Unfermented Cocoa Beans for Quality Identification Using Image Features Basri, Basri; Indrabayu, Indrabayu; Achmad, Andani; Areni, Intan Sari
JOIV : International Journal on Informatics Visualization Vol 8, No 3 (2024)
Publisher : Society of Visual Informatics

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62527/joiv.8.3.2578

Abstract

Fermented cocoa bean products are one of the high-quality requirements of the cocoa processing industry. On an automated industrial scale, early identification of cocoa bean quality is essential in the processing industry. This study aims to identify the condition of quality cocoa beans based on fermentation and non-fermentation characteristics. This study applies analysis based on static images taken using a camera with a distance variation of 5 cm, 10 cm, and 15 cm in both classes, with 500 image data each. The Feature extraction Approach uses the Oriented Gradient (HOG) method with a Support Vector Machine (SVM) classification technique. Image analysis of both object classes was also performed with a color change to show the dominance of the color pattern on the skin of the cocoa beans to be analyzed. The results showed that fermented cocoa beans show a color pattern and texture that tends to be darker and coarser than non-fermented cocoa beans. Computational results with performance analysis using Receiver Operating Characterisic (ROC) on both classes showed the results that the distance of 5 cm and 15 cm has 100% accuracy, but based on the best performance, comprehensively seen in terms of Precision, Recall, and F1-Score shows the best value is at a distance of 15 cm. The results of this research based on the literature review conducted have better achievements, thus enabling further research on the development of conveyor models with real-time video data for automation systems.
Multilayer Perceptron Model with Feature Extraction for Potassium Deficiency Identification of Cocoa Plants Basri, Basri; Karim, Harli A; Assidiq, Muhammad; Arafah, Muhammad; Rahmadani, Fitria
JOIV : International Journal on Informatics Visualization Vol 9, No 1 (2025)
Publisher : Society of Visual Informatics

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62527/joiv.9.1.2829

Abstract

The development of Multilayer Perceptron (MLP) models for networked learning systems heavily relies on the specific application case study and the accurate parameterization aligned with the chosen computer vision feature extraction models. This study proposes an MLP model for identifying potassium deficiency in cocoa plants. The feature extraction methodology employs object feature extraction that commonly used in computer vision, including Local Binary Pattern (LBP), Gray Level Co-Occurrence Matrix (GLCM), and Hue Saturation Value (HSV) models. These computer vision techniques aid in analyzing leaf characteristics classified into two categories: normal conditions and leaves identified with potassium deficiency. The dataset used in this research comprises two conditions: with a white background and without any specific background. The study evaluates various feature extraction techniques based on MLP parameters, incorporating network learning rates and optimizing solvers. Employing the ROC analysis method throughout the data collection, algorithm development, validation, and analysis phases reveals that the most effective classification performance, reaching up to 93.33% accuracy on the background dataset and 90.00% on the non-background dataset, is achieved using HSV-based color feature extraction with MLP parameters set at an initial learning rate of 10-3 and employing the Adam optimization solver. These outcomes underscore the suitability of HSV color feature extraction for identifying potassium deficiency in cocoa plant leaves. However, optimizing parameters remains crucial to maximize its application in real-time identification systems. Future research should refine these parameters to enhance the model's robustness and efficacy across broader agricultural contexts.
Co-Authors Abdul Rahim Abdul Razak Munir Abdullah Abdullah Abubakar Abubakar Adami, Aryani Adhisyah, Siti Vickie Dina Maulaya Adnan, Adi Adveni, Miselin Ahmad Barizi Ahmad Faisal Ahmad Fikri Ahmad Firman Ahmad Ishak Ahmad Wadi, Ahmad Aisah, Laras Ajrina, Alika Rahma Akbar, Aidul Akbar, BELDI Akbar, Syaeful Akbar, Syaeful Akhmad Akhmad Akhmad Qashlim Akhmad Qashlim, Akhmad Akhsan, Firdayana Akhsan, Fitriana Ali Djamhuri Alwan, Muhammad Lutfi Amalia, Irdhatul Ambarwati, Lilis Ambo, Irmawati Amin, Asbi Aminuyati Amiruddin Amiruddin Amiruddin, Muh. Fauzan Amirullah -, Amirullah Andani Achmad Anggraini, Meli Anjani, Rani aras, faulyna Ardat, Muh. Achyar Ardiansyah, Muhammad Aulia Areni, Intan Sari Arfriani Maifizar Arianto Arianto Arif, Arifudin M. Arini, Septi Aris Munandar arliana, selvy Arlis, Arlis armon, ariani Asaad, Misbahuddin Assiddiq, Muhammad Assidiq, Ilham Assidiq, Muhammad Assidiq, Muhammad Aulia Azka Ayu Rahayu Azis, Emmi Azisah, Azisah Azizah, Clara Arini Nur Azizah, Rizka Chellin Dwi Azkiyatur Rofi’ah, Fita Azniah Syam Badi, Muslim Bahar Bahar, Bahar Bambang Jati Kusuma, Bambang Jati Bambang Tjatur Iswanto, Bambang Tjatur Bando, Nurjannah Basselo, Finencia Yoab Busrah, Busrah cahyani, dwi putri Chablullah Wibisono Choiriyah, Lilik Chrismonita, Verent Nadya Chrisna Bagus Edhita Praja Dakum, Dakum Damaika, Refia Danang, Danang Dara Ayu Nianty Dayanti, Putri Dedek Sucahyo Dedi Wahyudi Depianti, Desi Desy Desy, Desy Dewi, Nolla Puspita Dirwan Dirwan Djalil, Nur Alim Dyah Adriantini Sintha Dewi Eally Earizza Binti Moksin Ekajayanti Kining Elly Warni Endaryo, Dimas Bagas Enhas, Muhammad Iqbal Ghifari Ernawati, Ni Wayan Ery Jayanti Fadil Mas’ud Fajar Fajar Fajriani, Yulida Nur Fakhrurrozi, Wira Azmi Fikri, Muhammad 'Alimul Fiqiyah, Maskanatul Fitria Fitria Fitriani Fitriani Habib Muhsin Syafingi Hadi Hermansyah, Hadi Haerani Husainy, Haerani Hairul, Moh. Azwar Hakim, Hary Abdul Halik, Halik Hamka Hamka, Hamka Hamzah Hamzah Hanuddin, La Hariani Hariani, Hariani Harry Permana Wibowo Harsya, Rabith Madah Khulaili Hasbullah Hasbullah Hasibuan, Kalijunjung Hasrawati, Hasrawati hasyim, hasyim Heni Hendrawati Heni Pujiastuti Heniyatun Heri Fajri, Heri Herianti, Herianti Hilmi, Ahmad Ibrahim, Rafiqa Nurcahyani Ida Ayu Putu Sri Widnyani Idayanti, Zulfi Ilham Ilham Imelda Iskandar Ina T, Nur Inang, Inang Indrabayu Indrabayu Indriya Fathni In’am Esha, Muhammad Irawan, Aris Irawati, Arwita Irfandi Irfandi, Irfandi Irmayani, Naim Irsyad, Mohammad Irwandi, Muh Ismail Ismail Johny Krisnan, Johny Joni Haryanto Jumadil, Jumadil Junita Junita Jusu, La Kaharuddin Kamaruddin Kamaruddin Karim, Harli A Karisma, Diana Kasidi Kasidi Kennedy Marsan Khaeran, Muh. 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