GatedLexiconNet: A Comprehensive End-to-End Handwritten Paragraph Text Recognition System

arXiv:2404.14062v1 Announce Type: cross
Abstract: The Handwritten Text Recognition problem has been a challenge for researchers for the last few decades, especially in the domain of computer vision, a subdomain of pattern recognition. Variability of texts amongst writers, cursiveness, and different font styles of handwritten texts with degradation of historical text images make it a challenging problem. Recognizing scanned document images in neural network-based systems typically involves a two-step approach: segmentation and recognition. However, this method has several drawbacks. These …

abstract arxiv challenge computer computer vision cs.cv cs.lg domain pattern recognition recognition researchers text type vision writers