Whisper WebGPU: Real-Time in-Browser Speech Recognition with OpenAI Whisper
From MarkTechPost: 2024-06-08 11:48:54
A groundbreaking technology called Whisper WebGPU, developed by Hugging Face Engineer Xenova, leverages OpenAI’s Whisper model to bring real-time, in-browser speech recognition to users. The model is optimized for lightweight web inference and can run entirely within the user’s browser, enhancing privacy and offline functionality.
By utilizing ONNX weights, Whisper WebGPU ensures seamless integration with different frameworks, setting a precedent for future web-ready models. Developers can convert their models to ONNX using Hugging Face Optimum, aligning with Whisper WebGPU’s structure for easier adoption and integration, promising more streamlined integrations as WebML technology matures.
Whisper WebGPU supports multilingual transcription across 100 languages, making it a universal tool for speech recognition in web applications. This technology paves the way for real-time transcription, translation, and voice commands on web interfaces without the latency or privacy concerns associated with server-based processing, democratizing AI application development on the web.
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