CIFAR-10

E367298

CIFAR-10 is a widely used computer vision dataset of 60,000 labeled low-resolution images across 10 object classes, commonly employed to benchmark image classification algorithms.

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All labels observed (3)

Label Occurrences
CIFAR-10 canonical 3
CIFAR-10 dataset 3
CIFAR10 1

Statements (52)

Predicate Object
instanceOf benchmark dataset
computer vision dataset
image classification dataset
baselineModelType convolutional neural network
classType mutually exclusive
commonlyUsedWith convolutional neural networks
containsTestSet true
containsTrainingSet true
dataFormat Python pickled files
binary batch files
developedAt University of Toronto
developedBy Alex Krizhevsky
Geoffrey Hinton
difficultyLevel moderate
domain natural images
downloadURL https://www.cs.toronto.edu/~kriz/cifar.html
hasClass airplane
automobile
bird
cat
deer
dog
frog
horse
ship
truck
hasColorChannels 3
hasImageHeight 32
hasImagesPerClass 6000
hasImageWidth 32
hasNumberOfClasses 10
hasNumberOfImages 60000
hasNumberOfTestImages 10000
hasNumberOfTrainingImages 50000
hasTestImagesPerClass 1000
hasTrainingImagesPerClass 5000
imageSource tiny images dataset
imageType RGB
introducedInYear 2009
isBalanced true
isPubliclyAvailable true
labelType single-label
license MIT-like license
partOf CIFAR
surface form: CIFAR datasets
predecessor tiny images dataset
surface form: Tiny Images dataset
publishedBy Canadian Institute for Advanced Research
resolution 32x32 pixels
typicalSplit 50000 training / 10000 test
usedFor benchmarking deep learning models
benchmarking machine learning algorithms
image classification
supervised learning

Referenced by (7)

Full triples — surface form annotated when it differs from this entity's canonical label.

ResNet benchmarkedOn CIFAR-10
torchvision (ecosystem) dataset CIFAR-10
subject surface form: torchvision
this entity surface form: CIFAR10
PixelRNN datasetUsed CIFAR-10
Deep Convolutional GAN appliedTo CIFAR-10
this entity surface form: CIFAR-10 dataset
Inception Score commonlyComputedOn CIFAR-10
this entity surface form: CIFAR-10 dataset
ResNeXt evaluatedOn CIFAR-10
this entity surface form: CIFAR-10 dataset
CIFAR-100 commonlyUsedWith CIFAR-10