Sentence examples for dataset augmentation from inspiring English sources

We used dropout [14], batch-norm [15], and dataset augmentation to regularize the network.

We have also experimentally tested dataset augmentation techniques on the spectrograms to enhance the ultimate accuracy of the CNN.

We here present a systematic cross-country study of the applicability of machine learning for dataset augmentation at low cost.

The functional form of (7) suggests that a and b have a natural interpretation, in terms of dataset augmentation.

To obtain a balanced dataset, we applied various augmentation techniques, such as over-sampling the latter category, or under-sampling the former [1].

In order to mitigate the overfitting issue on small-scale dataset, a video data augmentation method is used to increase the amount of training data, as well as a two-step training strategy is adopted to train our recurrent hybrid network.

Among them, SSAKE runs in rather less time than other peer assemblers, but the RAM usage increases dramatically with augmentation of dataset size.

Wong et al. [34] investigate a benefit of data augmentation for MNIST handwritten character dataset.

We have also evaluated our system on MNIST dataset and achieved a maximum recognition accuracy of 99.74%, without any data augmentation to the original dataset.

14 17 18 19 The trim and fill method is an iterative non-parametric technique that uses rank based data augmentation to adjust for publication bias by imputing studies estimated to be missing from the dataset.

As noted above, we also wanted to compare blood loss, augmentation of labour, and third stage management, but these data were not available from the ISD dataset.