This project automates translating text embedded in images such as manga and comics. It combines text detection and recognition (OCR) using neural networks with machine translation to identify and translate Japanese, Chinese, English, and other languages. The pipeline then uses inpainting to remove original text and typesets the translated text back onto the image.