用CLIP模型设计新交互界面，让多模态搜索更易用
Designing Interfaces for Multimodal Vector Search Applications
- 基于CLIP模型探索多模态搜索的新型交互方式
- 提出可有效表达信息需求的界面设计模式
- 适合做图像/文本联合检索系统的开发者参考
多模态向量搜索通过暴露传统词汇搜索引擎无法实现的功能，开创了信息检索的新范式。尽管多模态向量搜索可作为传统系统的直接替代品，但若能充分利用其独特能力，用户体验可显著提升。任何信息检索系统的核心都是用户对信息的需求表达。传统单搜索框界面虽适用于词汇搜索，但未必适合多模态向量搜索。本文探讨了利用CLIP模型的多模态搜索应用的新功能，提出了更有效地让用户表达信息需求并与其互动的实现方案与设计模式。
原文摘要 · Abstract (English)
Multimodal vector search offers a new paradigm for information retrieval by exposing numerous pieces of functionality which are not possible in traditional lexical search engines. While multimodal vector search can be treated as a drop in replacement for these traditional systems, the experience can be significantly enhanced by leveraging the unique capabilities of multimodal search. Central to any information retrieval system is a user who expresses an information need, traditional user interfaces with a single search bar allow users to interact with lexical search systems effectively however are not necessarily optimal for multimodal vector search. In this paper we explore novel capabilities of multimodal vector search applications utilising CLIP models and present implementations and design patterns which better allow users to express their information needs and effectively interact with these systems in an information retrieval context.
Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品；中文卡片由大模型生成，请以原文为准。