Analysis of transfer learning for deep neural network based plant classification models

A Kaya, AS Keceli, C Catal, HY Yalic, H Temucin… - … and electronics in …, 2019 - Elsevier
Plant species classification is crucial for biodiversity protection and conservation. Manual
classification is time-consuming, expensive, and requires experienced experts who are often …

Deep learning for plant identification using vein morphological patterns

GL Grinblat, LC Uzal, MG Larese… - Computers and electronics …, 2016 - Elsevier
We propose using a deep convolutional neural network (CNN) for the problem of plant
identification from leaf vein patterns. In particular, we consider classifying three different …

Recent technology for food and beverage quality assessment: a review

WK Tan, Z Husin, ML Yasruddin, MAH Ismail - Journal of Food Science …, 2023 - Springer
Food and beverage assessment is an evaluation method used to measure the strengths and
weaknesses of a food and beverage system to make improvements. These assessments …

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 …

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 …

DeepHerb: A vision based system for medicinal plants using xception features

S Roopashree, J Anitha - Ieee Access, 2021 - ieeexplore.ieee.org
The conservation of biodiversity is crucial as many plant species are critically under
extinction. The traditional medicinal system, an alternative to synthetic drugs, promote …

Klasifikasi Daun Dengan Perbaikan Fitur Citra Menggunakan Metode K-Nearest Neighbor

F Liantoni - Ultimatics: Jurnal Teknik Informatika, 2015 - ejournals.umn.ac.id
Plants are the most important part in life on earth as oxygen supplier to breathe, groceries,
fuel, medicine and more. Plants can be classified based on its leaves shape. Classification …

Development of automated hybrid intelligent system for herbs plant classification and early herbs plant disease detection

MS Mustafa, Z Husin, WK Tan, MF Mavi… - Neural Computing and …, 2020 - Springer
Plants such as herbs are widely used in the medical and cosmetic industry. Recognizing a
species and detecting an early disease of a plant are quite challenging and difficult to …

Feature decision-making ant colony optimization system for an automated recognition of plant species

MAJ Ghasab, S Khamis, F Mohammad… - Expert Systems with …, 2015 - Elsevier
In the present paper, an expert system for automatic recognition of different plant species
through their leaf images is investigated by employing the ant colony optimization (ACO) as …

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 …