Plant species recognition methods using leaf image: Overview

S Zhang, W Huang, Y Huang, C Zhang - Neurocomputing, 2020 - Elsevier
Plant plays an important role in agricultural, industrial, medicine, environmental and
ecological protection. Recently, with global warming, biodiversity loss, rapid urban …

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 …

Leaf recognition of woody species in Central Europe

P Novotný, T Suk - biosystems engineering, 2013 - Elsevier
A system for recognition of woody species in Central Europe according to the images of their
leaves is described. Our own data set, which includes 151 species at this moment, with at …

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 …

Transfer learning for leaf small dataset using improved ResNet50 network with mixed activation functions

R Zhang, Y Zhu, Z Ge, H Mu, D Qi, H Ni - Forests, 2022 - mdpi.com
Taxonomic studies of leaves are one of the most effective means of correctly identifying plant
species. In this paper, mixed activation function is used to improve the ResNet50 network in …

[HTML][HTML] Research on plant leaf recognition method based on multi-feature fusion in different partition blocks

Z Lv, Z Zhang - Digital Signal Processing, 2023 - Elsevier
As an indispensable organism in nature, plants play an essential role in the ecological
equilibrium. Ecological plant protection is also receiving increasing attention. In today's …

A new leaf venation detection technique for plant species classification

H Kolivand, BM Fern, T Saba, MSM Rahim… - Arabian Journal for …, 2019 - Springer
This paper presents a novel approach to classify the leaf shape and to identify plant species
using venation detection. The proposed approach consists of five main steps to extract the …

[PDF][PDF] Improving leaf classification rate via background removal and ROI extraction

YJ Wu, CM Tsai, F Shih - Journal of Image and Graphics, 2016 - joig.net
Modern description methods are used for plant classification through leaf recognition. These
methods usually include color transformation, feature detection and description, dimension …

Fast plant leaf recognition using improved multiscale triangle representation and KNN for optimization

J Su, M Wang, Z Wu, Q Chen - IEEE Access, 2020 - ieeexplore.ieee.org
Due to the complexity and similarity of plant leaves, it is very important to study an effective
leaf-feature extraction method to improve the recognition rate of plant leaves. We study five …