Video-subtitle-extractor extracts hard-coded subtitles from video files using deep learning models. It extracts key frames from videos, detects text regions in frames, recognizes text content via OCR, filters out non-subtitle text like watermarks and logos, and generates srt subtitle files or txt text files. The tool supports batch processing and multiple languages including Chinese, English, Japanese, Korean, and others.