Figure 1: Overview of VINS, our proposed image retrieval process for the visual search for mobile interface design. First, it takes as input UI layout screens, either a complete design or an abstract wireframe. Then, it employs an object detection model to detect the presence and location of the different UI components defining the input query and produces a segmented layout accordingly. This segmented layout is passed to a multi-modal embedding network that learns a joint feature representation of both visual and label features. This representation is used to retrieve a ranked list of similar designs.
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