MYLPHerb-1: A Dataset of Malaysian Local Perennial Herbs for the Study of Plant Images Classification under Uncontrolled Environment
-
Published:2022-01-04
Issue:1
Volume:30
Page:413-431
-
ISSN:2231-8526
-
Container-title:Pertanika Journal of Science and Technology
-
language:en
-
Short-container-title:JST
Author:
Pushpanathan Kalananthni,Hanafi Marsyita,Masohor Syamsiah,Fazlil Ilahi Wan Fazilah
Abstract
Research in the medicinal plants’ recognition field has received great attention due to the need of producing a reliable and accurate system that can recognise medicinal plants under various imaging conditions. Nevertheless, the standard medicinal plant datasets publicly available for research are very limited. This paper proposes a dataset consisting of 34200 images of twelve different high medicinal value local perennial herbs in Malaysia. The images were captured under various imaging conditions, such as different scales, illuminations, and angles. It will enable larger interclass and intraclass variability, creating abundant opportunities for new findings in leaf classification. The complexity of the dataset is investigated through automatic classification using several high-performance deep learning algorithms. The experiment results showed that the dataset creates more opportunities for advanced classification research due to the complexity of the images. The dataset can be accessed through https://www.mylpherbs.com/.
Publisher
Universiti Putra Malaysia
Subject
General Earth and Planetary Sciences,General Environmental Science
Reference54 articles.
1. Abdelwahab, S. I., Mohan, S., Elhassan, M. M., Al-Mekhlafi, N., Mariod, A. A., Abdul, A. B., Abdulla, M. A., & Alkharfy, K. M. (2010). Antiapoptotic and antioxidant properties of Orthosiphon stamineus benth (Cat’s Whiskers): intervention in the Bcl-2-mediated apoptotic pathway. Evidence-Based Complementary and Alternative Medicine, 2011, Article 156765. https://doi.org/10.1155/2011/156765 2. Alam, A., Ferdosh, S., Ghafoor, K., Hakim, A., Juraimi, A. S., Khatib, A., & Sarker, Z. I. (2016). Clinacanthus nutans: A review of the medicinal uses, pharmacology and phytochemistry. Asian Pacific Journal of Tropical Medicine, 9(4), 402-409. https://doi.org/10.1016/j.apjtm.2016.03.011 3. Arun, C. H., Emmanuel, W. S., & Durairaj, D. C. (2013). Texture feature extraction for identification of medicinal plants and comparison of different classifiers. International Journal of Computer Applications, 62(12), 1-9. https://doi.org/10.5120/10129-4920 4. Ashaari, N. S., Rahim, M. H. A., Sabri, S., Lai, K. S., Song, A. A. L., Rahim, R. A., Abdullah, W. M. A. N. W., & Abdullah, J. O. (2020). Functional characterization of a new terpene synthase from Plectranthus amboinicus. PloS one, 15(7), Article e0235416. https://doi.org/10.1371/journal.pone.0235416 5. Ashraf, K., Halim, H., Lim, S. M., Ramasamy, K., & Sultan, S. (2020). In vitro antioxidant, antimicrobial and antiproliferative studies of four different extracts of Orthosiphon stamineus, Gynura procumbens and Ficus deltoidea. Saudi Journal of Biological Sciences, 27(1), 417-432. https://doi.org/10.1016/j.sjbs.2019.11.003
Cited by
3 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
|
|