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#python #any_to_any #foundation_models #llm #multimodal #unified_model #vision_language_pretraining

The Janus-Series models, including Janus, Janus-Pro, and JanusFlow, are advanced AI tools that combine multimodal understanding and generation capabilities. These models can process both text and images, allowing for tasks like answering questions based on images and generating images from text descriptions. Janus-Pro is an improved version with better performance due to optimized training strategies and larger model sizes. JanusFlow integrates autoregressive language models with rectified flow for efficient image generation. The benefit to the user is the ability to perform complex multimodal tasks with high accuracy and flexibility, making these models useful for a wide range of applications in research and industry.

https://github.com/deepseek-ai/Janus
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