Deep learning for medicinal plant species classification and recognition: a systematic review

AK Mulugeta, DP Sharma, AH Mesfin - Frontiers in Plant Science, 2024 - frontiersin.org
Knowledge of medicinal plant species is necessary to preserve medicinal plants and
safeguard biodiversity. The classification and identification of these plants by botanist …

Deep learning for plant disease detection

MM Khalid, O Karan - International Journal of Mathematics, Statistics, and …, 2024 - ijmscs.org
Agriculture, an essential bedrock of human survival, continually grapples with the menace of
plant diseases, culminating in substantial yield reductions. While conventional detection …

Plant leaf identification based on shape and convolutional features

H Wu, L Fang, Q Yu, J Yuan, C Yang - Expert Systems with Applications, 2023 - Elsevier
Plant leaf identification is an important and challenging issue in botany and image analysis.
This is because leaves of the same class exhibit very large differences, and leaves of …

[HTML][HTML] Deep learning-based plant classification and crop disease classification by thermal camera

G Batchuluun, SH Nam, KR Park - … of King Saud University-Computer and …, 2022 - Elsevier
Studies regarding image classification based on plant and crop disease images that were
acquired using a visible light camera have been conducted in the past, whereas those …

Performance analysis of real-time plant species recognition using bilateral network combined with machine learning classifier

SA Pearline, VS Kumar - Ecological Informatics, 2022 - Elsevier
A real-time plant species recognition under an unconstrained environment is a challenging
and time-consuming process. The recognition model should cope up with the computer …

[HTML][HTML] Ensemble of CNN models for classification of groundnut plant leaf disease detection

MP Aishwarya, P Reddy - Smart Agricultural Technology, 2023 - Elsevier
Plant diseases pose a significant threat to the world's nutrition and can have severe
consequences for smallholder farmers who rely on a thriving groundnut crop for their …

[HTML][HTML] Plant image classification with nonlinear motion deblurring based on deep learning

G Batchuluun, JS Hong, A Wahid, KR Park - Mathematics, 2023 - mdpi.com
Despite the significant number of classification studies conducted using plant images,
studies on nonlinear motion blur are limited. In general, motion blur results from movements …

Super-resolution reconstruction-based plant image classification using thermal and visible-light images

G Batchuluun, SH Nam, C Park, KR Park - Mathematics, 2022 - mdpi.com
Few studies have been conducted on thermal plant images. This is because of the difficulty
in extracting and analyzing various color-related patterns and features from the plant image …

Composite descriptor based on contour and appearance for plant species identification

H Wu, L Fang, Q Yu, C Yang - Engineering Applications of Artificial …, 2024 - Elsevier
In this paper, we propose an effective composite descriptor combining contour and
appearance features for plant species identification. The composite descriptor uses two …

Deep learning-based plant classification using nonaligned thermal and visible light images

G Batchuluun, SH Nam, KR Park - Mathematics, 2022 - mdpi.com
There have been various studies conducted on plant images. Machine learning algorithms
are usually used in visible light image-based studies, whereas, in thermal image-based …