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2 / 200AI 开发实战教程,从零到一构建你的 AI 应用。
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Tutorial
Date
DeepSeek Multimodal Development in Practice: Janus-Pro Image Understanding and Generation
Multimodal Development
Intermediate
Janus-Pro is DeepSeek's unified multimodal model that supports both image understanding and generation. This article details Janus-Pro-7B's API calls, image question answering, text-to-image generation, and the architecture principle of decoupled visual encoding.
Advanced Multimodal RAG: Hybrid Image-Text Retrieval and Vectorization
Multimodal Development
Intermediate
Documents often contain both text and figures, and pure text-based RAG loses critical information. This article delves into hybrid image-text retrieval: image vectorization, cross-modal alignment, table structured parsing, and fusion re-ranking, to build a RAG system that truly understands images and text.