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Automatic Leaf Epidermis Assessment Using Fourier Descriptors in Texture Images
Núbia Rosa da Silva1,2, Marcos William da Silva Oliveira1,3, Humberto Antunes De Almeida Filho3
1Institute of Mathematics and Computer Science, University of São Paulo, USP, Av. Trabalhador são-carlense, 400, 13566-590, São Carlos, São Paulo, Brazil.
Bio-Protocol
|October 1, 2021
Summary
Plant species identification can be aided by analyzing leaf texture using image analysis. This study details a protocol for extracting texture features from microscopic leaf images to predict plant species.
Area of Science:
- Botany
- Computer Science
- Image Analysis
Background:
- Plant species identification is challenging, often requiring expert knowledge and seasonal plant parts like flowers or fruits.
- Leaves are available year-round, making them a consistent source for plant identification.
- Texture image analysis offers a method to extract quantifiable features from leaf images, correlating texture with species.
Purpose of the Study:
- To present a protocol for extracting texture features from microscopic leaf images.
- To assist in the specialized work of plant species identification.
- To enable automated analysis of leaf epidermal images.
Main Methods:
- Leaf epidermal dissociation for sample preparation.
- Microscopic imaging of leaf samples.
- Texture feature extraction using Fourier analysis.
- Development of an automatic method for image analysis.
Main Results:
- Established a relationship between leaf texture and plant species.
- Developed a protocol applicable to microscopic leaf images.
- Demonstrated the potential of texture analysis for species identification.
Conclusions:
- Texture analysis of microscopic leaf images provides valuable data for plant species identification.
- The described protocol facilitates automated analysis, reducing reliance on expert identification.
- This approach offers a consistent method for plant identification using readily available leaf samples.
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