Spectrotemporal Analysis Using Local Binary Pattern Variants for Acoustic Scene Classification

Performance Analysis of Local Binary Pattern Variants in Texture Classification

-Texture classification is a major issue in image analysis and pattern recognition. A number of methods are proposed in the literature including Local Binary Pattern (LBP). The LBP variant (s) plays an active role to extract texture features for texture classification. These are rotation invariant, noise sensitive or noise insensitive mehods. Each method has its own advantages and disadvantages...

Mandibular Trabecular Bone Analysis Using Local Binary Pattern for Osteoporosis Diagnosis

Background: Osteoporosis is a systemic skeletal disease characterized by low bone mineral density (BMD) and micro-architectural deterioration of bone tissue, leading to bone fragility and increased fracture risk. Since Panoramic image is a feasible and relatively routine imaging technique in dentistry; it could provide an opportunistic chance for screening osteoporosis. In this regard, numerous...

Scene Classification Using Pyramid Histogram of Multi-Scale Block Local Binary Pattern

Pyramid Histogram of Multi-scale Block Local Binary Pattern (PH-MBLBP) descriptor for recognizing scene categories, is presented in this paper. We show that scene categorization, especially for indoor and outdoor environments, requires its visual descriptor to process properties that are different from other vision domains (e.g., SIFT descriptor used for object categorization). Our proposed PH-...

Texture Classification using Local Binary Pattern for Noise Images

The beneficial characteristics of Local Binary Pattern can be conserved by computing simple approach COMPLETE LBP (CLBP). The proposed technique called Binary Rotation Invariance and Noise Tolerant texture classification is mainly based this CLBP approach. This BRINT not just exhibits better execution than various late cutting edge LBP variations under ordinary conditions, but also performs sig...

Pattern classification and scene analysis