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Fig. 7 Samples from the FOD verification dataset.
The FOD verification dataset consisted of 24 indoor images (indoor images were included for performance comparison, although there was no indoor case for FOD detection) and 76 outdoor images, as shown in Fig. 7.
We thank Karen Copeland for unblinding the verification dataset.
The strategy we used to overcome this problem was to use another dataset, PLCO, as an independent verification dataset that could be integrated into our combined analysis with EAGLE.
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In the absence of any global satellite observation of forest structure and biomass all extrapolations will be a compromise between accuracy and overfitting, and only more independent verification datasets will allow for selection of the 'best' model.
We conduct experimental verification on dataset 1 of the international BCI Competition IV.
This work comprises a numerical study of the method and its experimental verification using a dataset measured with a developed MM-CBCT prototype system.
Although it is impossible to completely validate the candidate-gene extension protocol (the fist step of the weighting procedure as indicated in Figure 1), a conceptual verification by available datasets is still feasible.
Highly accurate predicted PPIs, even though small in size, are usually very welcomed in experimental research, as they are a much more valuable reference for experimental verification than large datasets with high noise.
We used a resulting "best" model to map contours of predicted probabilities of conflict, and used this map for verification with an independent dataset of conflicts to provide additional insights regarding the nature of conflicts.
The performance of the system might be enhanced by gender-dependent approach or incorporation of score processing like PLDA or score normalization techniques, but the goal of this experiment was measuring efficacy of a simple baseline speaker verification system on the dataset.
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