SVHN

E431003

SVHN (Street View House Numbers) is a real-world image dataset of house number digits captured from Google Street View, commonly used for training and evaluating machine learning models in digit recognition tasks.

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Label Occurrences
SVHN canonical 1

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Statements (46)

Predicate Object
instanceOf benchmark dataset
digit recognition dataset
image dataset
accessMethod download from official website
acronymFor Street View House Numbers NERFINISHED
benchmarkStatus widely used benchmark in computer vision research
colorSpace RGB
commonUseCase domain adaptation research
evaluating deep learning models
semi-supervised learning research
testing convolutional neural networks
contains cropped digit images
full number images
house number digits
dataSource Google Street View NERFINISHED
dataType RGB images
natural images
digitRange 0-9
domain computer vision
machine learning
extraSetSize 531131 images (Format 2)
formatVariant Format 1: full numbers with bounding boxes
Format 2: cropped digits
fullName Street View House Numbers NERFINISHED
hasBackgroundClutter true
hasRealWorldNoise true
hasSplit extra training set
test set
training set
hasVariableIllumination true
isRealWorldDataset true
isSyntheticDataset false
labelType bounding box annotations
digit class labels
license non-commercial research use
moreChallengingThan MNIST NERFINISHED
resolutionTypical 32x32 pixels
similarTo MNIST NERFINISHED
taskType image classification
object detection
testSetSize 26032 images (Format 2)
trainingSetSize 73257 images (Format 2)
usedFor benchmarking recognition algorithms
digit recognition
multi-digit number recognition
supervised learning

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Referenced by (1)

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

torchvision (ecosystem) dataset SVHN
subject surface form: torchvision