A CNN-SVM study based on selected deep features for grapevine leaves classification

M Koklu, MF Unlersen, IA Ozkan, MF Aslan, K Sabanci - Measurement, 2022 - Elsevier
The main product of grapevines is grapes that are consumed fresh or processed. In addition,
grapevine leaves are harvested once a year as a by-product. The species of grapevine …

Plant leaf recognition using shape features and colour histogram with K-nearest neighbour classifiers

T Munisami, M Ramsurn, S Kishnah… - Procedia Computer …, 2015 - Elsevier
Automated systems for plant recognition can be used to classify plants into appropriate
taxonomies. Such information can be useful for botanists, industrialists, food engineers and …

Leaf classification on Flavia dataset: a detailed review

SU Ahmed, J Shuja, MA Tahir - Sustainable Computing: Informatics and …, 2023 - Elsevier
For decades, vision scientists have contemplated the topic of plant species classification. As
plants are of great importance to medicinal research, they are utilized in a wide range of …

Efficient and automated herbs classification approach based on shape and texture features using deep learning

A Muneer, SM Fati - IEEE Access, 2020 - ieeexplore.ieee.org
Recognizing the desired herb among thousands of herbs is an exhausting and time-
consuming practice. Hence, herbs identification via a vision system is beneficial since the …

Classification of medicinal plant leaf image based on multi-feature extraction

HX Kan, L Jin, FL Zhou - Pattern recognition and image analysis, 2017 - Springer
Medicinal plants are the main source of traditional Chinese medicine (TCM), which provides
the basic protection of human health. The research and application of medicinal plant …

Review of plant identification based on image processing

Z Wang, H Li, Y Zhu, TF Xu - Archives of Computational Methods in …, 2017 - Springer
Plant recognition is closely related to people's life. The operation of the traditional plant
identification method is complicated, and is unfavorable for popularization. The rapid …

Recognition of plant leaves: An approach with hybrid features produced by dividing leaf images into two and four parts

M Turkoglu, D Hanbay - Applied Mathematics and Computation, 2019 - Elsevier
Plants play a crucial role in the lives of all living things. A risk of extinction exists for many
plants, hence many botanists and scientists are working in order to protect plants and plant …

A plant recognition approach using shape and color features in leaf images

A Caglayan, O Guclu, AB Can - … , Naples, Italy, September 9-13, 2013 …, 2013 - Springer
Recognizing plants is a vital problem especially for biologists, chemists, and
environmentalists. Plant recognition can be performed by human experts manually but it is a …

Leaf recognition based on PCNN

Z Wang, X Sun, Y Zhang, Z Ying, Y Ma - Neural Computing and …, 2016 - Springer
Plant is closely related to humans. How to quickly recognize an unknown plant without
related professional knowledge is a huge challenge. With the development of image …

Leaf classification for plant recognition using EfficientNet architecture

Y Arun, GS Viknesh - 2022 IEEE Fourth International …, 2022 - ieeexplore.ieee.org
Automatic plant species classification has always been a great challenge. Classical
machine learning methods have been used to classify leaves using handcrafted features …