Analysis of scores, datasets, in addition to models in visual saliency modeling Visual Saliency How good my method works Benchmarks Dataset Challenge

Analysis of scores, datasets, in addition to models in visual saliency modeling Visual Saliency How good my method works Benchmarks Dataset Challenge www.phwiki.com

Analysis of scores, datasets, in addition to models in visual saliency modeling Visual Saliency How good my method works Benchmarks Dataset Challenge

Wahl, Margaret, Medical Science Editor has reference to this Academic Journal, PHwiki organized this Journal Analysis of scores, datasets, in addition to models in visual saliency modeling Ali Borji, Hamed R. Tavakoli, Dicky N. Sihite, in addition to Laurent Itti, Toronto dataset Toronto dataset

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Toronto dataset Toronto dataset Toronto dataset

Why important Current status Methods: numerous / 8 categories (Borji in addition to Itti, PAMI, 2012) Databases: Measures: scan-path analysis correlation based measures ROC analysis Visual Saliency How good my method works Benchmarks Judd et al. http://people.csail.mit.edu/tjudd/SaliencyBenchmark/ Borji in addition to Itti https://sites.google.com/site/saliencyevaluation/ Yet another benchmark!!! Dataset Challenge Dataset bias : Center-Bias (CB), Border effect Metrics are affected by these phenomena.

Tricking the metric Solution sAUC Best smoothing factor More than one metric The Benchmark Fixation Prediction The Feature Crises Does it capture any semantic scene property or affective stimuli Challenge of per as long as mance on stimulus categories & affective stimuli

The Benchmark Image categories in addition to affective data The Benchmark Image categories in addition to affective data vs 0.64 (non-emotional) The Benchmark predicting scanpath bB cC dD aAbBcCaA aA bBbBcC matching score

The Benchmark predicting scanpath (scores) Category Decoding Lessons learned We recommend using shuffled AUC score as long as model evaluation. Stimuli affects the per as long as mance . Combination of saliency in addition to eye movement statistics can be used in category recognition. There seems the gap between models in addition to IO is small (though statistically significant). It somehow alerts the need as long as new dataset. The challenge of task decoding using eye statistics is open yet. Saliency evaluation scores can still be introduced

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Wahl, Margaret Quest Magazine Medical Science Editor www.phwiki.com

Wahl, Margaret Medical Science Editor

Wahl, Margaret is from United States and they belong to Quest Magazine and they are from  Tucson, United States got related to this Particular Journal. and Wahl, Margaret deal with the subjects like Medical Research

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