ML Anthology

Automatic Description Generation from Images: A Survey of Models, Datasets, and Evaluation Measures (Extended Abstract)

Raffaella Bernardi, Ruket Çakici, Desmond Elliott, Aykut Erdem, Erkut Erdem, Nazli Ikizler-Cinbis, Frank Keller, Adrian Muscat, Barbara Plank
IJCAI 2017 pp. 4970-4974
doi:10.24963/IJCAI.2017/704 /ijcai/2017/bernardi2017ijcai-automatic/

Abstract

Automatic image description generation is a challenging problem that has recently received a large amount of interest from the computer vision and natural language processing communities. In this survey, we classify the known approaches based on how they conceptualise this problem and provide a review of existing models, highlighting their advantages and disadvantages. Moreover, we give an overview of the benchmark image-text datasets and the evaluation measures that have been developed to assess the quality of machine-generated descriptions. Finally we explore future directions in the area of automatic image description.

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Cite

Text

Bernardi et al. "Automatic Description Generation from Images: A Survey of Models, Datasets, and Evaluation Measures (Extended Abstract)." International Joint Conference on Artificial Intelligence, 2017. doi:10.24963/IJCAI.2017/704

Markdown

[Bernardi et al. "Automatic Description Generation from Images: A Survey of Models, Datasets, and Evaluation Measures (Extended Abstract)." International Joint Conference on Artificial Intelligence, 2017.](https://mlanthology.org/ijcai/2017/bernardi2017ijcai-automatic/) doi:10.24963/IJCAI.2017/704

BibTeX

@inproceedings{bernardi2017ijcai-automatic,
  title     = {{Automatic Description Generation from Images: A Survey of Models, Datasets, and Evaluation Measures (Extended Abstract)}},
  author    = {Bernardi, Raffaella and Çakici, Ruket and Elliott, Desmond and Erdem, Aykut and Erdem, Erkut and Ikizler-Cinbis, Nazli and Keller, Frank and Muscat, Adrian and Plank, Barbara},
  booktitle = {International Joint Conference on Artificial Intelligence},
  year      = {2017},
  pages     = {4970-4974},
  doi       = {10.24963/IJCAI.2017/704},
  url       = {https://mlanthology.org/ijcai/2017/bernardi2017ijcai-automatic/}
}