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We note that it also makes sense to combine various pooling sizes within the same model [8].
Additionally, we conducted experiments on the CIFAR-10 [13] dataset to evaluate the performance of convolutional autoencoders with various pooling approaches.
However, as the convolutional and the maxout pooling steps are done jointly in our maxout CNN network, we repeated the experiment that looked for the optimal pooling size r. Figure 6 compares the performance of the ReLU and the maxout CNN with various pooling sizes.
For the simulated data, summary statistics from various pooling scenarios are shown in Table 1.
To maximize the chance of obtaining a representative collection of the sampled lakes' diapausing egg bank, and hence genetic diversity, samples from the superficial sediment, to a depth of approximately 2 cm, were collected at various pooling points within each lake.
Abdel-Hamid et al. improved their results by combining various pooling sizes within the same system [8].
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