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Answer questions about a news video with NEWSKVQA

Answer questions about a news video with NEWSKVQA


NEWSKVQA: Knowledge-Aware News Video Question Answering



Answering questions in the context of videos can be helpful in video indexing, video retrieval systems, video summarization, learning management systems and surveillance video analysis.


... exists a large body of work on visual question answering, work on video question answering (1) is limited to domains like movies, TV shows, gameplay, or human activity, and (2) is mostly based on common sense reasoning.


... explore ... answering knowledge-based questions in the context of news videos.


... curate a new dataset of 12K news videos spanning across 156 hours with 1M multiple-choice question-answer pairs covering 8263 unique entities.


We make the dataset publicly available.


... propose a novel approach, NEWSKVQA (Knowledge-Aware News Video Question Answering) which performs multi-modal inferencing over textual multiple-choice questions, videos, their transcripts and knowledge base, and presents a strong baseline.



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