Introduction to HumanOmni
HumanOmni is an open source multimodal macromodel developed by the HumanMLLM team, focusing on human video analysis. As the industry's first human-centered model, it can simultaneously process visual images and audio signals for complex tasks such as emotion recognition and action understanding.
List of Core Features
- emotional identification system: Analyzing emotional states through facial micro-expressions and tone of voice
- 3D Motion Analysis: Accurately describe body movements such as "waving" or "walking".
- Intelligent Speech Processing: Supports speech-to-text and intonation sentiment analysis
- Dynamic fusion technology: automatically adjusts the weights of face/body/interaction branches according to the scene
- Open Architecture: Provide complete code and training framework to support secondary development
Technical Highlights
The model is pre-trained with 2.4 million video clips and fine-tuned with 50,000 manually labeled data. Its innovative dynamic branching system intelligently recognizes video focuses, such as enhancing facial analysis weights in dialog scenes and focusing on body movement parsing in sports scenes.
This answer comes from the articleHumanOmni: a multimodal macromodel for analyzing human video emotions and actionsThe
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