Plant species identification using computer vision techniques: a systematic literature review

J Wäldchen, P Mäder - Archives of computational methods in engineering, 2018 - Springer
Species knowledge is essential for protecting biodiversity. The identification of plants by
conventional keys is complex, time consuming, and due to the use of specific botanical …

Machine learning in medicinal plants recognition: a review

K Pushpanathan, M Hanafi, S Mashohor… - Artificial Intelligence …, 2021 - Springer
Medicinal plants are gaining attention in the pharmaceutical industry due to having less
harmful effects reactions and cheaper than modern medicine. Based on these facts, many …

How deep learning extracts and learns leaf features for plant classification

SH Lee, CS Chan, SJ Mayo, P Remagnino - Pattern recognition, 2017 - Elsevier
Plant identification systems developed by computer vision researchers have helped
botanists to recognize and identify unknown plant species more rapidly. Hitherto, numerous …

Deep phenotyping: deep learning for temporal phenotype/genotype classification

S Taghavi Namin, M Esmaeilzadeh, M Najafi… - Plant methods, 2018 - Springer
Background High resolution and high throughput genotype to phenotype studies in plants
are underway to accelerate breeding of climate ready crops. In the recent years, deep …

Automatic classification of plants based on their leaves

A Aakif, MF Khan - Biosystems Engineering, 2015 - Elsevier
Highlights•We propose an algorithm to classify a plant on the basis of its features.•In addition
to traditional features, we propose a new 'shape defining feature'.•Artificial neural network …

Plant leaf recognition by integrating shape and texture features

C Yang - Pattern Recognition, 2021 - Elsevier
Plant leaf identification is a significant challenge in the fields of computer vision and pattern
recognition. This article presents a new approach to plant leaf identification, one that …

Kernel-based PSO and FRVM: An automatic plant leaf type detection using texture, shape, and color features

B VijayaLakshmi, V Mohan - Computers and Electronics in Agriculture, 2016 - Elsevier
This paper proposes an approach for the classification of leaf, based on the characterization
of texture, shape, and color properties. An original plant leaf is preprocessed initially using …

TA-CNN: Two-way attention models in deep convolutional neural network for plant recognition

Y Zhu, W Sun, X Cao, C Wang, D Wu, Y Yang, N Ye - Neurocomputing, 2019 - Elsevier
Automatic plant recognition using AI is a challenging problem. In addition to the recognition
of the plant specimen, we also want to recognize the plant type in its actual living …

A review of visual descriptors and classification techniques used in leaf species identification

KK Thyagharajan, I Kiruba Raji - Archives of Computational Methods in …, 2019 - Springer
Plants are fundamentally important to life. Key research areas in plant science include plant
species identification, weed classification using hyper spectral images, monitoring plant …

[PDF][PDF] Automatic plant detection using HOG and LBP features with SVM

MA Islam, MSI Yousuf, MM Billah - Int. J. Comput, 2019 - researchgate.net
Plants play a vital role in the cycle of nature. Plants are the only organisms which produce
food by converting light energy from the sun. They also help in maintaining oxygen balance …