A saliency map based on sampling an image into random rectangular regions of interest

Narayan V, Tscherepanow M, Wrede B (2012)
Pattern Recognition 45(9): 3114-3124.

Zeitschriftenaufsatz | Veröffentlicht | Englisch
 
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Abstract / Bemerkung
In this article we propose a novel approach to compute an image saliency map based on computing local saliencies over random rectangular regions of interest. Unlike many of the existing methods, the proposed approach does not require any training bases, operates on the image at the original scale and has only a single parameter which requires tuning. It has been tested on the two distinct tasks of salient region detection (using MSRA dataset) and eye gaze prediction (using York University and MIT datasets). The proposed method achieves state-of-the-art performance on the eye gaze prediction task as compared with nine other state-of-the-art methods. (C) 2012 Elsevier Ltd. All rights reserved.
Stichworte
Saliency map; Visual attention; Salient region detection; Bottom-up attention; Eye-gaze; prediction
Erscheinungsjahr
2012
Zeitschriftentitel
Pattern Recognition
Band
45
Ausgabe
9
Seite(n)
3114-3124
ISSN
0031-3203
Page URI
https://pub.uni-bielefeld.de/record/2523670

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Narayan V, Tscherepanow M, Wrede B. A saliency map based on sampling an image into random rectangular regions of interest. Pattern Recognition. 2012;45(9):3114-3124.
Narayan, V., Tscherepanow, M., & Wrede, B. (2012). A saliency map based on sampling an image into random rectangular regions of interest. Pattern Recognition, 45(9), 3114-3124. doi:10.1016/j.patcog.2012.02.009
Narayan, Vikram, Tscherepanow, Marko, and Wrede, Britta. 2012. “A saliency map based on sampling an image into random rectangular regions of interest”. Pattern Recognition 45 (9): 3114-3124.
Narayan, V., Tscherepanow, M., and Wrede, B. (2012). A saliency map based on sampling an image into random rectangular regions of interest. Pattern Recognition 45, 3114-3124.
Narayan, V., Tscherepanow, M., & Wrede, B., 2012. A saliency map based on sampling an image into random rectangular regions of interest. Pattern Recognition, 45(9), p 3114-3124.
V. Narayan, M. Tscherepanow, and B. Wrede, “A saliency map based on sampling an image into random rectangular regions of interest”, Pattern Recognition, vol. 45, 2012, pp. 3114-3124.
Narayan, V., Tscherepanow, M., Wrede, B.: A saliency map based on sampling an image into random rectangular regions of interest. Pattern Recognition. 45, 3114-3124 (2012).
Narayan, Vikram, Tscherepanow, Marko, and Wrede, Britta. “A saliency map based on sampling an image into random rectangular regions of interest”. Pattern Recognition 45.9 (2012): 3114-3124.
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