Digital image processing (2nd ed.)
Digital image processing (2nd ed.)
Fractals in nature: from characterization to simulation
The Science of Fractal Images
Scale-Space and Edge Detection Using Anisotropic Diffusion
IEEE Transactions on Pattern Analysis and Machine Intelligence
Texture Segmentation Using Fractal Dimension
IEEE Transactions on Pattern Analysis and Machine Intelligence
Fractal dimension estimation for texture images: a parallel approach
Pattern Recognition Letters
Fast Euclidean distance transformation by propagation using multiple neighborhoods
Computer Vision and Image Understanding
Shape Analysis and Classification: Theory and Practice
Shape Analysis and Classification: Theory and Practice
Using Self-Similarity to Cluster Large Data Sets
Data Mining and Knowledge Discovery
Analysis methods of CT-scan images for the characterization of the bone texture: first results
Pattern Recognition Letters
Fuzzy fractal dimensions and fuzzy modeling
Information Sciences: an International Journal
Image Analysis and Mathematical Morphology
Image Analysis and Mathematical Morphology
Information Sciences: an International Journal
Unsupervised segmentation of ultrasonic liver images by multiresolution fractal feature vector
Information Sciences: an International Journal
Recognition of leaf images based on shape features using a hypersphere classifier
ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part I
A shape-based retrieval scheme for leaf images
PCM'05 Proceedings of the 6th Pacific-Rim conference on Advances in Multimedia Information Processing - Volume Part I
A scalable supervised algorithm for dimensionality reduction on streaming data
Information Sciences: an International Journal
Plant Leaf Identification Using Multi-scale Fractal Dimension
ICIAP '09 Proceedings of the 15th International Conference on Image Analysis and Processing
The design and evaluation of the Simple Self-Similar Sequences Generator
Information Sciences: an International Journal
Shape classification using complex network and Multi-scale Fractal Dimension
Pattern Recognition Letters
Texture analysis and classification using deterministic tourist walk
Pattern Recognition
Medical image retrieval based on complexity analysis
Machine Vision and Applications
Characterizing 3D shapes using fractal dimension
CIARP'10 Proceedings of the 15th Iberoamerican congress conference on Progress in pattern recognition, image analysis, computer vision, and applications
Fourier fractal descriptors for colored texture analysis
ACIVS'11 Proceedings of the 13th international conference on Advanced concepts for intelligent vision systems
ACIVS'11 Proceedings of the 13th international conference on Advanced concepts for intelligent vision systems
Visual-based plant species identification from crowdsourced data
MM '11 Proceedings of the 19th ACM international conference on Multimedia
International Journal of Applied Mathematics and Computer Science
A comparative study on multiscale fractal dimension descriptors
Pattern Recognition Letters
Review: Plant species identification using digital morphometrics: A review
Expert Systems with Applications: An International Journal
Advanced shape context for plant species identification using leaf image retrieval
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Texture descriptor based on partially self-avoiding deterministic walker on networks
Expert Systems with Applications: An International Journal
Texture classification based on lacunarity descriptors
ICISP'12 Proceedings of the 5th international conference on Image and Signal Processing
Two-Dimensional locality discriminant projection for plant leaf classification
ICIC'12 Proceedings of the 8th international conference on Intelligent Computing Theories and Applications
Texture analysis by multi-resolution fractal descriptors
Expert Systems with Applications: An International Journal
A shape-based approach for leaf classification using multiscaletriangular representation
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Gabor wavelets combined with volumetric fractal dimension applied to texture analysis
Pattern Recognition Letters
| Hi-index | 0.08 |
This article discusses methods to identify plants by analysing leaf complexity based on estimating their fractal dimension. Leaves were analyzed according to the complexity of their internal and external shapes. A computational program was developed to process, analyze and extract the features of leaf images, thereby allowing for automatic plant identification. Results are presented from two experiments, the first to identify plant species from the Brazilian Atlantic forest and Brazilian Cerrado scrublands, using fifty leaf samples from ten different species, and the second to identify four different species from genus Passiflora, using twenty leaf samples for each class. A comparison is made of two methods to estimate fractal dimension (box-counting and multiscale Minkowski). The results are discussed to determine the best approach to analyze shape complexity based on the performance of the technique, when estimating fractal dimension and identifying plants.