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Resources related to our winning entry to the 2020 VizWiz Grand Challenge.

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Winning Entry to the 2020 VizWiz Grand Challenge

Image Captioning as an Assistive Technology: Lessons Learned from VizWiz 2020 Challenge.

This repository contains resources related to our work on the VizWiz 2020 Image Captioning challenge. You can find details of our work in this paper, and also in this blog post.


Resources

Multimodal Assistive Captioner System

System Pipeline

Real-Time Demo (Video Length: ~2 mins)

Demo

Presentation (Video Length: ~5 mins)

Presentation


Citations

If you find the work useful, please consider citing the following articles.

@misc{dognin2020image,
      title={Image Captioning as an Assistive Technology: Lessons Learned from VizWiz 2020 Challenge}, 
      author={Pierre Dognin and Igor Melnyk and Youssef Mroueh and Inkit Padhi and Mattia Rigotti and Jarret Ross and Yair Schiff and Richard A. Young and Brian Belgodere},
      year={2020},
      eprint={2012.11696},
      archivePrefix={arXiv},
      primaryClass={cs.CV}
}
@misc{dognin2020alleviating,
      title={Alleviating Noisy Data in Image Captioning with Cooperative Distillation}, 
      author={Pierre Dognin and Igor Melnyk and Youssef Mroueh and Inkit Padhi and Mattia Rigotti and Jarret Ross and Yair Schiff},
      year={2020},
      eprint={2012.11691},
      archivePrefix={arXiv},
      primaryClass={cs.CV}
}

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