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However, for image and video data, it is still hard to map the visual features to the semantic labels, although many maximum margin techniques have announced impressive classification results in their own datasets.
All these methods have achieved impressive classification performances.
The classification results are presented in Table 4, which shows that some of the genes in the Lung Cancer dataset, such as gene 37716_at, have impressive classification performance.
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Therefore, using the linear SVM, the LDC method shows impressive image classification performance.
All the improved methods represent images more accurately and achieve impressive image classification performance.
Impressive single-trial classification results have been reported in studies that used fMRI.
Recently, convolutional neural network (CNN) has achieved impressive results in object classification tasks.
We adopt a bag-of-words (BoW) framework which has shown impressive performance in image classification tasks because it can obtain discriminative and effective image representation.
In order to consider the rate of classification as impressive, the accuracy rate of classification of the model including the predictor variables would need to be a substantial improvement on the classification ability of the model without predictors.
Deep neural networks have achieved impressive experimental results in image classification, but can surprisingly be unstable with respect to adversarial perturbations, that is, minimal changes to the input image that cause the network to misclassify it.
Consequently, ELM is used, which has been demonstrated to have impressive performance in regression and classification tasks due to its high generalization ability and fast learning speed.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com