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Qwen3-Omni Explained: Text • Image • Audio • Video (Real-Time Multimodal Demos) | 372

Автор: Luxmi Shanker

Загружено: 2025-09-29

Просмотров: 240

Описание:

https://chat.qwen.ai/
https://github.com/QwenLM/Qwen3-Omni/...
https://qwen.ai/blog?id=65f766fc2dcba...
https://huggingface.co/collections/Qw...
https://huggingface.co/Qwen/Qwen3-Omn...
==================
Timestamps:
0:00 Intro & Multimodal Capabilities Showcase (Object Recognition)
1:09 Qwen3-Omni Overview: What is Alibaba’s New Omni-Modal Model?
2:09 In-Depth Look at Multilingual Support (119 Text, 19 Speech Input)
2:49 Breakthrough Performance & Ultra-Low Latency
4:13 Core Features: Customization, Tool Calling, and Audio Captioner
5:26 Qwen3-Omni Architecture Explained (Thinker-Talker MoE & AuT)
7:00 Detailed Benchmarking Comparison (vs. Gemini 2.5 Pro, GPT-4o)
8:05 Qwen3 Model Variants on Hugging Face
8:47 Exploring the Qwen3 Cookbook and Capabilities (OCR, Music Analysis)
9:09 Demo 1: Running OCR on Math and Handwritten Text (Google Colab)
9:54 Demo 2: Real-Time Audio Analysis (Identifying Music Genre & Elements)
11:41 Conclusion & Final Thoughts

In this video, I break down Qwen3-Omni—a native multimodal model that can understand text, images, audio, and video and stream responses in text and natural speech in (near) real-time.
We cover multilingual support, latency numbers, the Thinker–Talker architecture (with Mixture-of-Experts and an Audio Transfer Transformer), agentic abilities (function calling), and the new Universal Audio Captioner models. I also show how to try Qwen3-Omni in the Qwen chat UI and how to run cookbook examples (OCR, speech translation, music/audio analysis) in Colab.

What you’ll learn
What “native omnimodal” means and why it’s faster for real-time tasks
Supported modalities & languages, and how streaming speech works
Latency highlights for audio/video and practical limits (e.g., long audio)
How the Thinker–Talker (MoE) design improves instruction following & speech
Universal Audio Captioner variants and when to use them
Hands-on demos: audio genre analysis, OCR, video understanding, and more
How to use Qwen chat (Video Chat) + upload docs/images/audio/video
Example code from the cookbook and how to adapt it in Google Colab

Keyword:
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========================================
YouTube Channel:    / @luxmishanker  
Instagram:   / luxmi_shanker  

Qwen3-Omni Explained: Text • Image • Audio • Video (Real-Time Multimodal Demos) | 372

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