Blindfold Baselines for Embodied QA

November 12, 2018 Β· Declared Dead Β· πŸ› arXiv.org

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Authors Ankesh Anand, Eugene Belilovsky, Kyle Kastner, Hugo Larochelle, Aaron Courville arXiv ID 1811.05013 Category cs.CV: Computer Vision Cross-listed cs.AI, cs.CL, cs.LG Citations 46 Venue arXiv.org Last Checked 6 months ago
Abstract
We explore blindfold (question-only) baselines for Embodied Question Answering. The EmbodiedQA task requires an agent to answer a question by intelligently navigating in a simulated environment, gathering necessary visual information only through first-person vision before finally answering. Consequently, a blindfold baseline which ignores the environment and visual information is a degenerate solution, yet we show through our experiments on the EQAv1 dataset that a simple question-only baseline achieves state-of-the-art results on the EmbodiedQA task in all cases except when the agent is spawned extremely close to the object.
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