GLCM Texture Feature Calculator

The GLCM (Gray-Level Co-occurrence Matrix) texture feature calculator is a sophisticated image processing tool designed to extract comprehensive texture characteristics from digital images. This implementation typically utilizes MATLAB's graycomatrix() function to compute the GLCM, followed by graycoprops() to derive statistical measures including contrast, correlation, energy, and homogeneity. These parameters quantitatively describe image texture properties such as surface roughness, structural coarseness, and pattern uniformity.

The calculator employs advanced algorithms that process pixel relationships at specified offsets and orientations, making it particularly valuable for applications in medical image analysis (tumor texture classification), remote sensing (land cover segmentation), and industrial quality control (surface defect detection). The underlying code structure often includes configurable parameters for distance and angle offsets, with optional symmetry handling and normalization routines to ensure consistent results across different image scales.

Featuring an optimized computational workflow and intuitive interface, this tool efficiently handles both 2D and 3D image data through vectorized operations. Key functions may include batch processing capabilities for multiple regions of interest, automatic feature normalization, and compatibility with various image formats. Whether for academic research, engineering applications, or data analysis workflows, this GLCM implementation provides robust texture quantification that enhances image interpretation and improves analytical outcomes through mathematically grounded texture descriptors.