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Each systems were in-house designed by a fine tuning procedure as described [ 39].
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We also note those methods often perform better in datasets in which they were originally validated, which is somewhat expected due to fine tuning procedures.
Methods are often better in the datasets they were originally evaluated: We also note those methods perform better in datasets in which they were originally validated, which is somewhat expected due to fine tuning procedures.
The point at which fine tuning request procedures might be considered coercion requires further discussion and clarification.
This implementation includes a number of user-adjustable options that can be adjusted through a graphical user interface to fine tune the procedure for a given experimental dataset and downstream analysis object under investigation.
It is a supervised fine-tuning procedure and the proposed method adopts the back-propagation training algorithm to realize fine-tuning which uses labeled data for training, so that it can improve the discriminative ability for classification task.
At the end of a multi-step process involving paper form design training of operators, and fine-tuning procedure, the final rate of error can be reduced from 0.65%to0.05%5%.
The fine-tuning procedure is terminated at 20 epochs.
However, we do not perform the usual fine-tuning procedure.
Training epochs is set to be 100, and learning rate of the RBM learning process and fine-tuning procedure are set as 0.01 and 0.1, respectively.
This simple fine-tuning procedure of DNN is not only faster than retraining from scratch but also generates better recognition performance in [42].
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