Local Binary Pattern Code Implementation and Extensions

This collection includes not only the standard Local Binary Pattern (LBP) implementation code but also several extended versions of LBP algorithms! Given the importance of Local Binary Patterns in image processing applications, these extended codes are designed to enhance both performance and application scope. The implementations incorporate different optimization strategies tailored for various image conditions, along with visualization tools that help users better understand and analyze LBP results. Key features include: a basic LBP implementation using circular neighborhoods and uniform pattern classification, rotation-invariant LBP variants for texture analysis, and multi-scale LBP for capturing texture information at different resolutions. Additionally, we provide comprehensive documentation and sample usage codes to facilitate easier integration and utilization of these algorithms. The package includes helper functions for feature extraction, histogram calculation, and result visualization using MATLAB's image processing toolbox. These extended LBP implementations aim to provide image processing enthusiasts and professionals with greater convenience and innovation potential for texture classification, face recognition, and surface defect detection applications.