A saliency-based search mechanism for overt and covert shifts of visual attention.
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3,475 citations
Cites methods or result from "A saliency-based search mechanism f..."
...The parameters of this were checked against the literature [2] and [ 3 ], and were found to be almost identical, with a few slight alterations that actually improved performance relative to the published parameters....
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...graph (ii) graph (iv) 0.981148 graph (i) graph (iv) 0.975313 graph (ii) I 0.974592 graph (ii) ave-max 0.974578 graph (ii) graph (iii) 0.974227 graph (i) graph (iii) 0.968414 self-info I 0.841054 *Bruce & Tsotsos [5] c-s DoG 0.840968 *Itti & Koch [ 3 ] c-s ave-max 0.840725 *Itti, Koch, &...
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...This model powerfully predicts human �xations on 749 variations of 108 natural images, achieving 98% of the ROC area of a human-based control, whereas the classical algorithms of Itti & Koch ([2], [ 3 ], [4]) achieve only 84%....
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3,464 citations
Cites methods from "A saliency-based search mechanism f..."
...Based on Treisman’s integration theory [24], Itti and Koch proposed a saliency model that simulates the visual search process of human [8, 6, 7]....
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2,093 citations
Cites background or methods from "A saliency-based search mechanism f..."
...We include the three channels corresponding to these image features as calculated by Itti and Koch’s saliency method [9]....
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...Most models of saliency [9] [13] [8] are biologically Figure 1....
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2,033 citations
Cites background from "A saliency-based search mechanism f..."
...A fair number of computational models (Baddeley & Tatler, 2006; Itti & Koch, 2000, 2001; Parkhurst et al., 2002) use the concept of a saliency map (following from Findlay & Walker, 1999) to model eye fixation locations in scenes....
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...…recently been devoted to understanding the factors that govern fixation position in scenes (Foulsham, Kingstone, & Underwood, 2008; Henderson, 2003; Itti & Koch, 2000; Melcher & Kowler, 2001; Parkhurst, Law, & Niebur, 2002; Rutishauser & Koch, 2007; Tatler, Baddeley, & Vincent, 2006; Underwood,…...
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References
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"A saliency-based search mechanism f..." refers background in this paper
...…has accumulated in favor of a twocomponent framework for the control of where in a visual scene attention is deployed (James, 1890/1981; Treisman & Gelade, 1980; Bergen & Julesz, 1983; Treisman, 1988; Nakayama & Mackeben, 1989; Braun & Sagi, 1990; Hikosaka, Miyauchi & Shimojo, 1996; Braun, 1998;…...
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...In contrast, search times for targets which differ from distractors by a combination of features (a so-called ‘conjunctive task’) are typically proportional to the number of distractors (Treisman & Gelade, 1980)....
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10,525 citations
7,642 citations
"A saliency-based search mechanism f..." refers background in this paper
...In particular, Desimone and Duncan (1995) postulate that selective attention is a consequence of interactions among feature maps, each of which encodes in an implicit fashion, the saliency of a stimulus in that particular feature....
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...Alternatively, it is possible that stimulus saliency is not expressed independently of feature dimensions but is encoded implicitly within each specific feature map as proposed by Desimone and Duncan, (1995) ....
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...In particular, Desimone and Duncan (1995) postulate that selective attention is a consequence of interactions among feature maps, each of which encodes in an implicit fashion, the saliency of a stimulus in that particular feature....
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