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DIME: An Online Tool for the Visual Comparison of Cross-modal Retrieval Models

机译:DIME:跨模式检索模型的可视化比较的在线工具

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Cross-modal retrieval relies on accurate models to retrieve relevant results for queries across modalities such as image, text, and video. In this papier, we build upon previous work by tackling the difficulty of evaluating models both quantitatively and qualitatively quickly. We present DIME (Dataset, Index, Model, Embedding), a modality-agnostic tool that handles multimodal datasets, trained models, and data preprocessors to support straightforward model comparison with a web browser graphical user interface. DIME inherently supports building modality-agnostic queryable indexes and extraction of relevant feature embeddings, and thus effectively doubles as an efficient cross-modal tool to explore and search through datasets.
机译:跨模式检索依赖于准确的模型来检索相关结果,以跨图像,文本和视频之类的模式进行查询。在这篇论文中,我们通过解决定量和定性快速评估模型的困难,在以前的工作基础上进行了开发。我们介绍了DIME(数据集,索引,模型,嵌入),这是一种模态不可知的工具,可处理多模态数据集,训练有素的模型和数据预处理器,以支持与Web浏览器图形用户界面的直接模型比较。 DIME固有地支持构建与模态无关的可查询索引以及提取相关特征嵌入,因此可以有效地兼用作一种有效的跨模态工具,以探索和搜索数据集。

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