PyTorch code for: Learning to Generate Grounded Visual Captions without Localization Supervision

Related tags

Deep Learning pytorch captioning-images captioning-videos vision-and-language visual-grounding
Overview

Learning to Generate Grounded Visual Captions without Localization Supervision

License: MIT

This is the PyTorch implementation of our paper:

Learning to Generate Grounded Visual Captions without Localization Supervision
Chih-Yao Ma, Yannis Kalantidis, Ghassan AlRegib, Peter Vajda, Marcus Rohrbach, Zsolt Kira
European Conference on Computer Vision (ECCV), 2020

[arXiv] [GitHub] [Project]

10-min YouTube Video

How to start

Clone the repo recursively:

git clone --recursive [email protected]:chihyaoma/cyclical-visual-captioning.git

If you didn't clone with the --recursive flag, then you'll need to manually clone the pybind submodule from the top-level directory:

git submodule update --init --recursive

Installation

The proposed cyclical method can be applied directly to image and video captioning tasks.

Currently, installation guide and our code for video captioning on the ActivityNet-Entities dataset are provided in anet-video-captioning.

Acknowledgments

Chih-Yao Ma and Zsolt Kira were partly supported by DARPA’s Lifelong Learning Machines (L2M) program, under Cooperative Agreement HR0011-18-2-0019, as part of their affiliation with Georgia Tech. We thank Chia-Jung Hsu for her valuable and artistic helps on the figures.

Citation

If you find this repository useful, please cite our paper:

@inproceedings{ma2020learning,
    title={Learning to Generate Grounded Image Captions without Localization Supervision},
    author={Ma, Chih-Yao and Kalantidis, Yannis and AlRegib, Ghassan and Vajda, Peter and Rohrbach, Marcus and Kira, Zsolt},
    booktitle={Proceedings of the European Conference on Computer Vision (ECCV)},
    year={2020},
    url={https://arxiv.org/abs/1906.00283},
}
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Comments
  • inference on own video

    inference on own video

    Hi,

    I am writing code to apply video captioning models on a single input video. Can you show me how to apply your model on a single input video or single input image? Is there a demo I can follow for the step by step approach? I'm new to this area and trying to understand what is required for testing video captioning models.

    opened by nikky4D 1
Owner
Chih-Yao Ma
Research Scientist at Facebook #ComputerVision #DeepLearning
Chih-Yao Ma
GitHub https://arxiv.org/abs/1906.00283
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