Machine Learning Algorithm for Text Detection

Machine Learning Algorithm for Text Detection

Nidhi Tripathi                                                            Dr. Nupur Soni

School Of Computer Application                                             Associate Professor

Babu Banarasi Das University, Lucknow,India                      School Of Computer Application

Babu Banarasi Das University, Lucknow,India

Abstract--Text detection is a vital component of computer vision and natural language processing (NLP), underpinning diverse applications such as document digitization, real-time fraud prevention, multimedia retrieval, and augmented reality. This study explores the evolution of text detection, from traditional machine learning approaches to modern deep learning paradigms like CNNs, RNNs, and Vision Transformers (ViTs). Focusing on challenges such as multilingual scripts, handwritten text, and natural scenes, it aims to enhance detection accuracy, efficiency, and scalability. Furthermore, the research emphasizes lightweight architectures for deployment in resource-constrained environments, contributing to assistive technologies, real-time monitoring systems, and multimedia content indexing.

Keywords: Text Detection, Deep Learning, Vision Transformers, Multimedia Retrieval, Multilingual Text, Handwritten Text, Lightweight Architectures, Assistive Technologies.