Hyperparameter-tuned batch-updated stochastic gradient descent: Plant species identification by using hybrid deep learning

D Barhate, S Pathak, AK Dubey - Ecological Informatics, 2023 - Elsevier
The accurate identification of plant species is crucial for the conservation of biodiversity.
However, traditional methods for identifying plant species are often complicated, time …

A deep learning-based recognition technique for plant leaf classification

PS Kanda, K **a, OH Sanusi - IEEE Access, 2021 - ieeexplore.ieee.org
In the practice of plant classification, the design of hand-crafted features is more dependent
on the ability of computer vision experts to encode morphological characters that are …

[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 …

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 …

Leaf Bagging: A novel meta heuristic optimization based framework for leaf identification

N Goyal, N Kumar, Kapil - Multimedia Tools and Applications, 2022 - Springer
Automated plant recognition based on leaf images is a challenging task among the
researchers from several fields. This task requires distinguishing features derived from leaf …

Piper plant classification using deep cnn feature extraction and hyperparameter tuned random forest classification

A Pravin, C Deepa - Transdisciplinary Journal of Engineering & …, 2022 - atlas-tjes.org
The plant has numerous uses in medicine, food, and industry and plays a major role in
environmental protection. Hence it is crucial to identify and classify the specific plant …

Lightweight CNN-based image recognition with ecological IoT framework for Management of Marine Fishes

L Jia, X **e, J Yang, F Li, Y Zhou, X Fan… - Journal of Circuits …, 2023 - World Scientific
With the development of emerging information technology, the traditional management
methods of marine fishes are slowly replaced by new methods due to high cost, time …

Deep feature extraction and weight updated tuned random forest for piper plant species recognition

A Pravin, C Deepa - Advances in Systems Science and Applications, 2023 - ijassa.ipu.ru
Recently, identifying plant species has become a significant research area as it is vital for
securing biodiversity. Plants also possess various medicinal applications. Hence, predicting …

[PDF][PDF] Algorithmic development and design

MS Fiza - Feature Extraction and Gesture Recognition, 2023 - researchgate.net
Figure 1 shows the block diagram of the suggested remedy. The target image is first split
and freed from attention and other unneeded artefacts. By comparing the regions of all red …

Ensemble Soft-Voting Model for Classification Optimization of Medicinal Plants Leaves

AA Ilham, A Achmad - 2023 IEEE International Conference …, 2023 - ieeexplore.ieee.org
Growing public awareness of the value of going “back to nature''encourages the use of
natural substances in pharmaceuticals. Chemical medications are thought to pose a great …