Quaternion-Based spectral saliency detection for eye fixation prediction

Authors:
Boris Schauerte;Rainer Stiefelhagen
Affiliations:
Institute for Anthropomatics, Karlsruhe Institute of Technology, Karlsruhe, Germany;Institute for Anthropomatics, Karlsruhe Institute of Technology, Karlsruhe, Germany
Venue:
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Year:
2012

Citing 12
Cited 2

A Model of Saliency-Based Visual Attention for Rapid Scene Analysis

IEEE Transactions on Pattern Analysis and Machine Intelligence
2006 Special Issue: Modeling attention to salient proto-objects

Neural Networks
Curious George: An attentive semantic robot

Robotics and Autonomous Systems
Computational visual attention systems and their cognitive foundations: A survey

ACM Transactions on Applied Perception (TAP)
Advertisement evaluation using visual saliency based on foveated image

ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Biological plausibility of spectral domain approach for spatiotemporal visual saliency

ICONIP'08 Proceedings of the 15th international conference on Advances in neuro-information processing - Volume Part I
A novel multiresolution spatiotemporal saliency detection model and its applications in image and video compression

IEEE Transactions on Image Processing
Image Signature: Highlighting Sparse Salient Regions

IEEE Transactions on Pattern Analysis and Machine Intelligence
Predicting human gaze using quaternion DCT image signature saliency and face detection

WACV '12 Proceedings of the 2012 IEEE Workshop on the Applications of Computer Vision
Fast anisotropic Gauss filtering

IEEE Transactions on Image Processing
Hypercomplex Fourier Transforms of Color Images

IEEE Transactions on Image Processing
Context-Aware Saliency Detection

IEEE Transactions on Pattern Analysis and Machine Intelligence

Saliency detection based on integrated features

Neurocomputing
Saliency-guided improvement for hand posture detection and recognition

Neurocomputing

Quantified Score

Hi-index	0.00

Visualization

Abstract

In recent years, several authors have reported that spectral saliency detection methods provide state-of-the-art performance in predicting human gaze in images (see, e.g., [1---3]). We systematically integrate and evaluate quaternion DCT- and FFT-based spectral saliency detection [3,4], weighted quaternion color space components [5], and the use of multiple resolutions [1]. Furthermore, we propose the use of the eigenaxes and eigenangles for spectral saliency models that are based on the quaternion Fourier transform. We demonstrate the outstanding performance on the Bruce-Tsotsos (Toronto), Judd (MIT), and Kootstra- Schomacker eye-tracking data sets.