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- Dublin Institute For Advanced StudiesIE81 papers
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4 papers · 2 filters
SaltiNet: Scan-path Prediction on 360 Degree Images using Saliency Volumes
Marc Assens, Kevin McGuinness, Xavier Giro-i-Nieto +1
We introduce SaltiNet, a deep neural network for scanpath prediction trained on 360-degree images. The model is based on a temporal-aware novel representation of saliency informati…
Automatic Detection of Knee Joints and Quantification of Knee Osteoarthritis Severity using Convolutional Neural Networks
Joseph Antony, Kevin McGuinness, Kieran Moran +1
This paper introduces a new approach to automatically quantify the severity of knee OA using X-ray images. Automatically quantifying knee OA severity involves two steps: first, aut…
Convolutional Neural Network on Three Orthogonal Planes for Dynamic Texture Classification
Vincent Andrearczyk, Paul F. Whelan
Dynamic Textures (DTs) are sequences of images of moving scenes that exhibit certain stationarity properties in time such as smoke, vegetation and fire. The analysis of DT is impor…
SalGAN: Visual Saliency Prediction with Generative Adversarial Networks
Junting Pan, Cristian Canton Ferrer, Kevin McGuinness +4
We introduce SalGAN, a deep convolutional neural network for visual saliency prediction trained with adversarial examples. The first stage of the network consists of a generator mo…