Hands-On Convolutional Neural Networks with TensorFlow
by Iffat Zafar, Giounona Tzanidou, Richard Burton, Nimesh Patel, Leonardo Araujo
ImageNet
The ImageNet dataset was created in 2010 as a collaborative effort of Alex Berg (Columbia University), Jia Deng (Princeton University), and Fei-Fei Li (Stanford University) to run as a tester competition on large-scale visual recognition, in conjunction with the PASCAL Visual Object Classes Challenge, 2010. The dataset is a collection of images that represent the contents of WordNet. WordNet is a lexical database for the English language. It groups English words into sets of synonyms called synsets in a hierarchical structure. The following screenshot shows the WordNet structure of nouns. The number in the brackets is the number of synsets in the subtree.
The evolution of image classification algorithms, which almost solved the ...
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