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Similar to human assessments, there may be computer software and/or algorithm variability.
To address these questions, we solicited human assessments of the Instagram photographs we collected.
"We have hand-labelled over 15 million frames of naturally occurring emotions, with up to seven human assessments for each frame over the last decade," he said.
The output of the saliency method is compared to human assessments of visual integration obtained using a photo-questionnaire.
Figure 9 illustrates the ratio of similar marks between the automated and human assessments by skill for a sample of seven skills.
The performance of each fuzzy partition is analyzed and tested using the human assessments, and a ranking of measures is obtained according to their ability to represent the perception of the property, allowing to identify the most suitable measure.
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By investigating the origins of these values, we have depicted that the issue is caused by the inaccuracy of human assessment when too many details have to be assessed.
Those assessments, ideally, can be shown to correlate well with domain-competent or expert human assessment.
Such technology can be more reliable and consistent than human assessment, which is often subjective and prone to personal biases.
Fig. 9 Similar automated and human assessment ratio by skill.
Furthermore, automated assessment and certification systems are expected to avoid subjectivity and errors of human assessment.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com