This repository provides a standardized four-stage framework for scene text recognition (STR) using deep learning, allowing module-wise performance analysis. It implements multiple OCR architectures including CRNN, Rosetta, STAR-net, and R2AM, and includes pretrained models and evaluation datasets. The work achieved top rankings in ICDAR scene text competitions including ICDAR2013 and ICDAR2019 ArT.