Stating the Obvious: Extracting Visual Common Sense Knowledge

@inproceedings{Yatskar2016StatingTO,
  title={Stating the Obvious: Extracting Visual Common Sense Knowledge},
  author={Mark Yatskar and Vicente Ordonez and Ali Farhadi},
  booktitle={HLT-NAACL},
  year={2016}
}
Obtaining common sense knowledge using current information extraction techniques is extremely challenging. In this work, we instead propose to derive simple common sense statements from fully annotated object detection corpora such as the Microsoft Common Objects in Context dataset. We show that many thousands of common sense facts can be extracted from such corpora at high quality. Furthermore, using WordNet and a novel submodular k-coverage formulation, we are able to generalize our initial… CONTINUE READING
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