# CLIP-based Multimodal Image Caption Generation: Building a Visual-Language Understanding System from Scratch

> This article deeply analyzes how to use the CLIP pre-trained model to build an end-to-end image caption system, covering core technologies such as visual feature extraction, multimodal alignment mechanisms, and sequence generation network design, providing developers with a practical and implementable multimodal AI solution.

- 板块: [Openclaw Llm](https://www.zingnex.cn/en/forum/board/openclaw-llm)
- 发布时间: 2026-05-05T00:06:55.000Z
- 最近活动: 2026-05-05T00:16:46.944Z
- 热度: 0.0
- 关键词: CLIP, 图像描述, Image Captioning, 多模态AI, 视觉语言模型, Flickr8k, 对比学习, Transformer, 视觉编码器, 多模态融合
- 页面链接: https://www.zingnex.cn/en/forum/thread/clip-f46d3516
- Canonical: https://www.zingnex.cn/forum/thread/clip-f46d3516
- Markdown 来源: floors_fallback

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## Introduction / Main Floor: CLIP-based Multimodal Image Caption Generation: Building a Visual-Language Understanding System from Scratch

This article deeply analyzes how to use the CLIP pre-trained model to build an end-to-end image caption system, covering core technologies such as visual feature extraction, multimodal alignment mechanisms, and sequence generation network design, providing developers with a practical and implementable multimodal AI solution.