Type

Conference Proceedings

Authors

Kevin McGuinness
Xavier Giro-i-Nieto
Noel E. O'Connor
Juan Jose Nieto
Eva Mohedano
Panagiotis Linardos

Subjects

Computer Science

Topics
state of the art neural network prediction artificial intelligence temporal digital video image processing machine learning

Simple vs complex temporal recurrences for video saliency prediction (2019)

Abstract This paper investigates modifying an existing neural network architecture for static saliency prediction using two types of recurrences that integrate information from the temporal domain. The first modification is the addition of a ConvLSTM within the architecture, while the second is a conceptually simple exponential moving average of an internal convolutional state. We use weights pre-trained on the SALICON dataset and fine-tune our model on DHF1K. Our results show that both modifications achieve state-of-the-art results and produce similar saliency maps. Source code is available at https://git.io/fjPiB.
Collections Ireland -> Dublin City University -> Publication Type = Conference or Workshop Item
Ireland -> Dublin City University -> Subject = Computer Science: Artificial intelligence
Ireland -> Dublin City University -> Subject = Computer Science: Image processing
Ireland -> Dublin City University -> Status = Submitted
Ireland -> Dublin City University -> DCU Faculties and Centres = DCU Faculties and Schools: Faculty of Engineering and Computing: School of Electronic Engineering
Ireland -> Dublin City University -> Subject = Computer Science: Digital video
Ireland -> Dublin City University -> DCU Faculties and Centres = Research Initiatives and Centres: INSIGHT Centre for Data Analytics
Ireland -> Dublin City University -> Subject = Computer Science: Machine learning

Full list of authors on original publication

Kevin McGuinness, Xavier Giro-i-Nieto, Noel E. O'Connor, Juan Jose Nieto, Eva Mohedano, Panagiotis Linardos

Experts in our system

1
Kevin McGuinness
Dublin City University
Total Publications: 93
 
2
Xavier Giro-i-Nieto
Dublin City University
Total Publications: 18
 
3
Noel E. O'Connor
Dublin City University
Total Publications: 474
 
4
Eva Mohedano
Dublin City University
Total Publications: 16