pone.0277244.g011.tif (893 kB)
Feature relevance heatmaps produced by integrated gradients.
figure
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.
History
Usage metrics
Categories
Keywords
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
