Alibaba's Latest! Multi-language Rapid Speech Recognition Model with Emotion Detection
Alibaba’s Latest! Multi-language Rapid Speech Recognition Model with Emotion Detection
Hello everyone, today I want to introduce an incredibly powerful technology—Alibaba’s latest SenseVoice model! This model not only performs multi-language speech recognition but also identifies emotions and detects various acoustic events. It’s truly a versatile player in the audio processing field! Let’s dive into its amazing capabilities.
SenseVoice-Small: Small in Size, Big in Power
SenseVoice-Small is a foundational model designed specifically for rapid speech understanding. It supports Automatic Speech Recognition (ASR), Language Identification (LID), Speech Emotion Recognition (SER), and Acoustic Event Detection (AED). Even more impressively, it supports multi-language recognition including Chinese, English, Cantonese, Japanese, and Korean. Its inference speed is 7 times faster than Whisper-small and 17 times faster than Whisper-large, making it a perfect blend of speed and performance!
Efficient and Low Latency
The team has optimized the parameters so well that on a T4 card on Colab, it only takes 100ms to recognize a five-second audio clip—astoundingly low latency! And it only requires 1GB of VRAM, which means the cost of ASR is expected to drop significantly soon. Get ready for high-value speech recognition services, everyone!
Core Features
1. High-Accuracy Multi-language Speech Recognition
Trained on over 400,000 hours of data, SenseVoice supports over 50 languages, and its recognition performance in some cases even surpasses the Whisper model. No matter what language you speak, SenseVoice can handle it effortlessly.
2. Emotion Recognition and Acoustic Event Detection
This model not only recognizes text but also captures the speaker’s emotions! In tests, its emotion recognition capability even outperformed the current best models. Additionally, it can detect various human-machine interaction events like music, applause, and laughter. Imagine using this model for emotion analysis—it’s a game-changer!
3. Efficient Inference
The SenseVoice-Small model adopts a non-autoregressive end-to-end framework, making inference extremely fast. For a 10-second audio clip, the inference time is only 70 milliseconds, which is 15 times faster than Whisper-Large! How can you not love this speed?
4. Fine-tuning and Service Deployment
Alibaba also provides convenient fine-tuning scripts and strategies, allowing users to customize based on their business scenarios. It supports multiple concurrent requests and various client languages. No matter what your business needs are, SenseVoice can meet them with ease.
Quick Start Guide
The above AI tool has been made into a one-click startup package. You just need to click to use it, without worrying about various configuration issues.
Computer Configuration Requirements
- Windows 10/11 64-bit operating system
Download and Usage Tutorial
Download the Zip Package:
Download link: https://www.patreon.com/posts/alibabas-latest-109426960
Extract the Files:
After extracting, double-click the “run.exe” file to run.
Access via Browser:
The software will automatically open a browser, and the interface will look like this: