• DOI:10.18653/v1/D18-1437
Corpus ID: 52176506

Object Hallucination in Image Captioning

@inproceedings{Rohrbach2018ObjectHI,
  title={Object Hallucination in Image Captioning},
  author={Anna Rohrbach and Lisa Anne Hendricks and Kaylee Burns and Trevor Darrell and Kate Saenko},
  booktitle={EMNLP},
  year={2018}
}

Anna Rohrbach, Lisa Anne Hendricks, +2 authors Kate Saenko

Published in EMNLP 2018

Computer Science

Despite continuously improving performance, contemporary image captioning models are prone to "hallucinating" objects that are not actually in a scene. [...] Key Result Our analysis yields several interesting findings, including that models which score best on standard sentence metrics do not always have lower hallucination and that models which hallucinate more tend to make errors driven by language priors.Expand Abstract

View PDF on arXiv

Save to Library

Create Alert

Cite

Launch Research Feed