Where To Look: Focus Regions for Visual Question Answering

November 23, 2015 ยท Declared Dead ยท ๐Ÿ› Computer Vision and Pattern Recognition

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Authors Kevin J. Shih, Saurabh Singh, Derek Hoiem arXiv ID 1511.07394 Category cs.CV: Computer Vision Citations 478 Venue Computer Vision and Pattern Recognition Last Checked 1 month ago
Abstract
We present a method that learns to answer visual questions by selecting image regions relevant to the text-based query. Our method exhibits significant improvements in answering questions such as "what color," where it is necessary to evaluate a specific location, and "what room," where it selectively identifies informative image regions. Our model is tested on the VQA dataset which is the largest human-annotated visual question answering dataset to our knowledge.
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