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Journal : Nucleus Journal

Mango Leaf Detection: Comparison of YOLOv12n and YOLOv26n for Mangifera indica Disease Setiyo, Hari Atmojo; Anifah, Lilik
Nucleus Journal Vol. 5 No. 1 (2026): May (In Progress)
Publisher : Universitas Darul Ulum

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32492/nucleus.v5i1.5103

Abstract

This study addresses the inaccurate detection of mango (Mangifera indica) leaf diseases, which can reduce plant productivity. A deep-learning-based automatic detection system is proposed to identify five leaf diseases (Mangifera indica): anthracnose, cutting weevil, dieback, powdery mildew, and sooty mold. This study compares two object detection models, namely YOLOv12n and YOLOv26n, with a dataset of 1,970 images. The data is annotated and divided into training, validation, and testing with weights of 70%, 20%, and 10%, respectively. Both YOLO models were trained for 100 epochs and evaluated using accuracy, precision, recall, and F1 score. The results of this study indicate that YOLOv26n performs better during testing, with an average accuracy of 97,06%, a recall of 98,76%, a precision of 98,25%, and an F1 score of 98,50%. In comparison, YOLOv12n achieved 94,52% accuracy, 98,92% recall, 95,47% precision, and 97,16% F1 score. Although YOLOv12n had slightly better training loss, YOLOv26n delivered more consistent performance, particularly in mean average precision (mAP) at higher thresholds. Therefore, YOLOv26n is better at identifying mango leaf diseases and has greater potential for real-time agricultural applications.
Co-Authors A. Nur Afika Achilles Jaka Dewayana Adikara Achmad Akmal Fikri Achmad Imam Agung Adib Hafizh Pujabaladika ADITIA KURNIAWAN Afifah, Nabila Tri Agfianto, Tomi Agung Prijo Budijono Agus Budi Santosa Agustin T, Rr Hapsari Peni Akhmad Fahrur Rozi Ali Hasbi Ramadani Alpiana, Intan Alyafi, Mochammad Adam Amelia Salsabila Andri Arfianto Ansori, Zainal Mujib ARDHIKA RYZHA NURMAWAN Arif Setiawan Arif Widodo Asto, I Gusti Putu Aye Aye Mon Ayu Dini Ardianti Bambang Suprianto . Buditjahjanto, I Gusto Putu Asto Buitjahjanto, I Gusti Putu Asto Chatarina Umbul Wahyuni Choiria, Rini DELTA ARYA HERDYANTO Deviana, Ria Dewangkara, Putra Priangga Dita Larasati, Dita Dwikoranto Edy Sulistiyo Edy Sulistiyo Eka Andila Putri.K.K Ekohariadi Ekohariadi Ekohariadi Ekohariadi Endryansyah . . Endryansyah . . Endryansyah Endryansyah Farhana, Farhana Farid Baskoro Farid Baskoro Faris Dawwas Farisi, Isfandiar Naufal Firdaus Prasetyawan Firlani, Tony Fitri, Dyah Pranesti Shafira Fitriyah, Nur Aida Fransisca, Yulia Fudzee, Mohd Farhan Md Goenawan, Christian Ardi Candra Haafizhah, Faldy Naufal Hainur Rasid Achmadi Hapsari Peni Hapsari Peni Agustin Tjhayaningtijas Harmanto Harmanto Haryanto Haryanto Heru Arizal Hibatullah, Muhammad Hanif Hisyam Muhammad Fuad AL Azka I G P Asto B I Gusti Putu Asto I Gusti Putu Asto B I Gusti Putu Asto B I Gusti Putu Asto B. I Gusti Putu Asto Buditjahjanto I Ketut Eddy Purnama IHSAN NURKHAKIM Ihtifazhuddan, Razan Intan Alpiana Irfansyah, Juki Ismail, Mohd Norasri Ismet Basuki Ismet Basuki Izza, Nida Nurul Jahjanto, I Gusti Putu Asto Khrisna Budi Prasetyo Kurnia Dwi Ariyanti Lestari, Ika Rokhasari Lestari, Yeni Kusuma Lestari, Yoni Dwi Lugita Sari, Prisillia Lusia Rakhmawati Lusia Rakhmawati Lutfiyah Hidayati Lutfiyah Nurlaela Luthfiyah Nurlaela M. Rosidi Zamroni Mahani, Sollia MARIA BINTANG Maspiyah Maspiyah Maulana Rizki Aditama Mauridhi Heri Purnomo Mauridhi Hery Purnomo Meini Sondang Sumbawati Mifta Dwi Rachmawati Miftahus Sholihin Miftahus Sholihin Moch Hariadi Mohd Farhan Bin Md. Fudzee Muchlas Samani Muhamad Syariffuddien Zuhrie Muhamad Syariffuddien Zuhrie Muhammad Anas Noval Muhammad Syariffuddien Zuhrie Muhammad Syariffuddien Zuhrie Muhammad Syariffuddien Zuhrie, Muhammad Syariffuddien Mulifah, Mulifah Munoto Munoto Munoto Munoto Munoto Munoto Ningrum, Sulis Desiana Nugroho, Dwi Novianto Nugroho, Yuli Sutoto Nur Hasanah Nur Kholis Nur Kholis Nur Kholis Nurdiansyah, Aristyawan Nurhayati Nurhayati Nurhayati Nurhayati Nurlaela, Lutfiyah Nurul Rahma Fikha Sujarwo Nurwijayanti Parama Diptya Widayaka Pradypta, Afrianzah Prasetyawan, Firdaus Prasetyo, Khrisna Budi Prasetyoaji, Mukhamad Rio Eka Pratama, Dimas Surya Pritasari, Octaverina Kecvara Priyono Priyono Puput Wanarti Rusimamto Puput Wanarti Rusimamto PUTRA NURDIANSYAH, ARISTYAWAN Rachmawati, Mifta Dwi Raden Mohamad Herdian Bhakti Rahayu, Imami Arum Tri Ramadhina, Wansyka Ratna Suhartini Razan Ihtifazhuddan Revi Safitri Rifqi Firmansyah Rina Harimurti Rizki Rizaldy, Moch. Fahmy Rochman, Miftahur RR. Ella Evrita Hestiandari Rudyana, Anisa Wahyu Saadah, Ayu Ummatus Sari Cahyaningtias Sari Cahyaningtias Sari, Handini Novita Setiyo, Hari Atmojo Setyawarhana, Burhanuddin Yusuf Setyowati, Lis Setyowati, Wiwit Wahyu Shihab Saifullah, Muhamad Alwi Soeryanto Soeryanto SRI PURWANDANI Subekti, Muhammad Yayang Subuh Isnur Haryudo SULISTIYO, EDY Supartini, Titin Susiani, Irna Syarifah, Nur Afni Tjahjaningtijas, Raden Roro Hapsari Peni Agustin Tjahjanto, I Gusti Putu Asto Budi Tri Rijanto Tri Rijanto Tyas Arumningsih Umaroh, Susi Tri Unit Three Kartini Ushofa, Baroroh Dhiya' Utomo, Bekti WANARTI RUSIMAMTO, PUPUT Wanarti, Puput WARJU Wiwik Handayani Wiwit Wahyu Setyowati WRAHATNOLO, TRI Yuli Sutoto Nugroho Yuli Sutoto Nugroho Yuli Sutoto Nugroho Yuwono, Dany Purno Zaki, Ibrahim Yusuf Zubairi, Muhammad Yusman Zuhrie, M. Syariffuddien Zuhrie, Muhamad Syariffuddien Zulfannur Zulfannur Zulfannur, Zulfannur