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The pixel buffer was found to be the largest source of commission error for cloud and cloud shadow in the final classifications.
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Such misclassification yields bias towards the null if the final classification used in the epidemiological analysis is dichotomous, whereas the resulting bias is less predictable in case of a polychotomous classification [ 28].
In the final classification stage, the classifier determines a segment-by-segment decision.
The matrices have their respective representation information and can play different discriminant roles in the final classification.
We employ a novel reweighting scheme within the RANSAC procedure to iteratively reweight training examples, ensuring their inclusion in the final classification model.
It was indicated that automatic models were outperformed since they required too much time for tuning the parameters without any meaningful improvement in the final classification accuracy.
While this does not achieve a significant benefit in the final classification stage, it does allow for a more reliable estimate of the family of the signal.
And in the final classification experiments, we repeat five times random sampling to test sample size's impact on the overall performance.
As a result, a total of 990 images, which consist of 469 images from the maculopathy not detected class and 521 images from the maculopathy detected class are involved in the final classification stage.
Obviously, this has happened in class U4 patients; however, this is not necessary to be mentioned in the final classification report (class U4 instead of class U4/C3) as being apparent.
Moreover, we investigated the use of Markov random field models to introduce spatial coherence in the final classification and show that the two types of context models can be integrated successfully.
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