Instructor
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| Elisa Sayrol (ES) |
Slides
Video lecture
(to be added)
Related work from UPC
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Junting Pan, “Visual Saliency Prediction using Deep Learning Techniques”. ETSETB-UPC, 2015.
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Junting Pan, Kevin McGuinness, Elisa Sayrol, Noel O’Connor, and Xavier Giro-i-Nieto. “Shallow and Deep Convolutional Networks for Saliency Prediction.” In Proceedings of the IEEE International Conference on Computer Vision. 2016. [code]
Related papers
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Mnih, Volodymyr, Nicolas Heess, and Alex Graves. “Recurrent models of visual attention.” Advances in Neural Information Processing Systems. 2014.
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Huang, Xun, Chengyao Shen, Xavier Boix, and Qi Zhao. “SALICON: Reducing the Semantic Gap in Saliency Prediction by Adapting Deep Neural Networks.” In Proceedings of the IEEE International Conference on Computer Vision, pp. 262-270. 2015. [Caffe]
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Kruthiventi, Srinivas SS, Kumar Ayush, and R. Venkatesh Babu. “DeepFix: A Fully Convolutional Neural Network for predicting Human Eye Fixations.” In Proceedings of the IEEE International Conference on Computer Vision. 2016.
Additional material
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Naila Murray, “Deep networks for saliency map prediction”. ECCV 2016 Tutorial.