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• W2904193973 abstract "Recent developments in modeling language and vision have been successfully applied to image question answering. It is both crucial and natural to extend this research direction to the video domain for video question answering (VideoQA). Compared to the image domain where large scale and fully annotated benchmark datasets exists, VideoQA datasets are limited to small scale and are automatically generated, etc. These limitations restrict their applicability in practice. Here we introduce ActivityNet-QA, a fully annotated and large scale VideoQA dataset. The dataset consists of 58,000 QA pairs on 5,800 complex web videos derived from the popular ActivityNet dataset. We present a statistical analysis of our ActivityNet-QA dataset and conduct extensive experiments on it by comparing existing VideoQA baselines. Moreover, we explore various video representation strategies to improve VideoQA performance, especially for long videos. The dataset is available at https://github.com/MILVLG/activitynet-qa" @default.
• W2904193973 created "2018-12-22" @default.
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• W2904193973 date "2019-06-06" @default.
• W2904193973 modified "2023-09-27" @default.
• W2904193973 title "ActivityNet-QA: A Dataset for Understanding Complex Web Videos via Question Answering" @default.
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• W2904193973 doi "https://doi.org/10.48550/arxiv.1906.02467" @default.
• W2904193973 hasPublicationYear "2019" @default.
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