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Journal : TELKOMNIKA (Telecommunication Computing Electronics and Control)

Plant species identification based on leaf venation features using SVM Agus Ambarwari; Qadhli Jafar Adrian; Yeni Herdiyeni; Irman Hermadi
TELKOMNIKA (Telecommunication Computing Electronics and Control) Vol 18, No 2: April 2020
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/telkomnika.v18i2.14062

Abstract

The purpose of this study is to identify plant species using leaf venation features. Leaf venation features were obtained through the extraction of leaf venation features. The leaf image segmentation was performed to obtain the binary image of the leaf venation which is then determined the branching point and ending point. From these points, the extraction of leaf venation feature was performed by calculating the value of straightness, a different angle, length ratio, scale projection, skeleton length, number of segments, total skeleton length, number of branching points and number of ending points. So that from the extraction of leaf venation features 19 features were obtained. Identification of plant species was carried out using Support Vector Machine (SVM) with RBF kernel. The learning model was built using 75% of the training data. The testing results using 25% of the data on the training model, obtained an accuracy of 82.67%, with an average of precision of 84% and recall of 83%. 
Co-Authors ., Rusliyawati Ade Dwi Putra Adi Sucipto, Adi Aga Sari Agrananto Ghozanfar Agus Ambarwari Agus Ambarwari Agus Mulaynto Ahmad Ari Aldino Akhmad Jayadi Anggita, Rizki Devi Anggun Dwi Suryani Apriyanti Apriyanti Ardia Gita Pramesti Ars, M. Ghufroni An Beby Ayu Astina Dedi Pramono Dian Pratiwi Dirga Rama Setiadi Donaya Pasha Donaya Pasha Dyah Ayu Megawaty Edi Rosandi, Aditya Elka Pranita Fajar Anggit Nugroho Fatmawati Isnaini FEBRIAN, ANGGA Fernando Kesuma Bhakti Firman Fahrodin Hadi Ismatullah Heni Sulistiani Hidayat, Fajar Husna, Nurul Husna Hutagalung, Samuel I Wayan Sudana Idharani, Errika Imam Ahmad Intan Cahya Irman Hermadi Isnain, Auliya Rahman Jafar Fakhrurozi Jafar Fakhrurozi Jaka Persada Sembiring Kasnadi, Kasnadi Kharis Furqonnil Hakim Kuswara, Muhammad Shidiq Mara Destiningrum Mawardi , M. Wildhan Ar Misdalena, Felly Moch. Aditya Febriza Muhammad Arsi Muhammad Reza Muharman Lubis Nasya Nabila Nasoba Na’im, Arif Ainun Novia Utami Novia Utami Putra Novia Utami Putri Nur Faqih Ardiantoro Nur Faqih Ardiantoro Nurul Husna Okky Adi Darmawan Olvi Lorensky Yeztiani Prastowo, Agung Tri Rahayu, Masnia Ramadhani Ahmad Prayoga Reza Kumala Dewi Rilo Nur Devija Rizki Dalimunthe, Ernando Rizky Kurniawan Ruliyanti, Try Samanik Samanik Samanik Samanik Sanjaya, Ketut Raditia Selo Jelang Pangestu Sembiring, Alexander Setiaji, Rangga Setiawansyah Setiawansyah Shynta Octriana Solehudin Solehudin Styawati, Styawati Sugiyarti, Triyana Tria Prameswari Trisna Wijaya Usman Nur Ikhsan Utami Putri, Novia Wahyudi, Retno Wayan Rio Adi Pratama Wita Kurnia Yolanda Sherley Yusak Maryunianta Yusra Fernando Zahwa Khoirunnisa Zain, M. Yanuardi