Tag
This paper presents a workload-driven optimization for on-device real-time English-to-Traditional-Chinese subtitle translation by reducing vocabulary size from 151k to 64k, adapting the model via embedding migration and fine-tuning, achieving a 1.63× speedup on Apple M2 with competitive translation quality.
Introduces an open-source tool called audio-to-text that uses AI and local tools (like faster-whisper and ffmpeg) to help users automatically generate, proofread, and burn subtitles, solving problems such as high costs, frequent errors, and cumbersome workflows in software like CapCut.
pyVideoTrans is an open-source video translation tool that supports automatic speech recognition, subtitle translation, AI dubbing, and video synthesis. It integrates multiple ASR, translation, and TTS engines, making it suitable for cross-language video production and localization.