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Predicting Goal-directed Human Attention Using Inverse Reinforcement Learning (CVPR2020)

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Scanpath_Prediction

This is the source code (based on PyTorch and Python3) of the paper: Predicting Goal-directed Human Attention Using Inverse Reinforcement Learning (CVPR2020, oral)

If you are using this work, please cite:

@InProceedings{Yang_2020_CVPR_predicting,
author = {Yang, Zhibo and Huang, Lihan and Chen, Yupei and Wei, Zijun and Ahn, Seoyoung and Samaras, Dimitris and Zelinsky, Gregory and and Hoai, Minh},
title = {Predicting Goal-directed Human Attention Using Inverse Reinforcement Learning},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
month = {June},
year = {2020}
}

Scripts

  • Train a model with
    python train.py <hparams> <dataset_root> [--cuda=<id>]
    
  • Evaluate a trained model with
    python test.py <hparams> <checkpoint_dir> <dataset_root> [--cuda=<id>]
    

Dataset

coco-search18

COCO-Search18 dataset will be made available at https://saliency.tuebingen.ai/datasets/COCO-Search18/.

We are working on the release of the dataset, stay tuned!

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Predicting Goal-directed Human Attention Using Inverse Reinforcement Learning (CVPR2020)

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