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We have successfully demonstrated functionality (>98% accuracy) with the 10,000 test images in the MNIST hand-written digit recognition data set, using 6-b inputs/outputs.
Such an example is a typical speech recognition data set.
However, it is desirable to evaluate the proposed method using the generic object recognition data set.
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L. Rosasco, "Object recognition data sets (iCub/IIT)".
So we turned to the computer vision literature, because there's a lot more action recognition data sets there.
The system conducts experimental studies on two real-world activity recognition data sets and the results show the superiority of system over other ensemble algorithms.
As is true for all aspects of scientific research, the availability of multiple word recognition data sets is a strength rather than a weakness, since the data sets differ in task, language, and experimental design, decreasing the risk of idiosyncratic findings from a single database.
The progress made in recognition of mnist data set using different approaches is available in [14].
It is an image recognition, segmentation, and captioning data set that includes more than 300,000 images with more than 2.5 million annotations on the images for more than 100 common objects (e.g., backpack, chair, sheep).
PCA is an unsupervised pattern recognition method without prior data set information.
Another simulation is adopted to test the efficiency of the hybrid recognition with the Iris data set.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com