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Feature relevance heatmaps produced by integrated gradients.
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posted on 2022-11-04, 17:24 authored by Iver Martinsen, Alf Harbitz, Filippo Maria BianchiThe integrated gradients technique is applied to a selection of otolith images. The number in the parenthesis displays the age predicted by the deep learning model.
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produce heatmaps indicatinggreenland halibut (<div >< pdeep learning modelsconvolutional neural networksautomated procedure basedapply explanation techniques>- fold crossreinhardtius hippoglossoides predicted ages resemblesperform image regressiondifferent ages assigneddeep learning applieddetermine fish ageoverall age distributionhuman age estimatesresolve inconsistent results>) otolith imagesread agesotolith imagesl individual agesimage processingdensity distributionapplied cnnsage readingage predictionused extensivelyseveral readingsrather sensitiveinput featuresinner earsinherent biasimprove efficiencyhuman expertsground truthgood resultsdifficult taskdecision processcnns ),average cvavailable samples
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