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  • PathGAN: visual scanpath prediction with generative adversarial networks 

    Assens, Marc; Giró Nieto, Xavier; McGuinness, Kevin; O'Connor, Noel (Springer, 2019)
    Conference lecture
    Restricted access - publisher's policy
    We introduce PathGAN, a deep neural network for visual scanpath prediction trained on adversarial examples. A visual scanpath is defined as the sequence of fixation points over an image defined by a human observer with its ...
  • SaltiNet: scan-path prediction on 360 degree images using saliency volumes 

    Assens, Marc; Giró Nieto, Xavier; McGuinness, Kevin; O'Connor, Noel (IEEE Press, 2018)
    Conference lecture
    Open Access
    We introduce SaltiNet, a deep neural network for scan-path prediction trained on 360-degree images. The model is based on a temporal-aware novel representation of saliency information named the saliency volume. The first ...