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.

All labels observed (1)

Label Occurrences
SVHN canonical 3

How this entity was disambiguated

Statements (46)

Predicate Object
instanceOf benchmark dataset ⓘ
digit recognition dataset ⓘ
image dataset ⓘ
accessMethod download from official website ⓘ
acronymFor Street View House Numbers ⓘ
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 ⓘ
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 ⓘ
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 ⓘ
resolutionTypical 32x32 pixels ⓘ
similarTo MNIST ⓘ
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 ⓘ

How these facts were elicited

Referenced by (3)

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

torchvision → dataset → SVHN ⓘ
subject linked to: torchvision (ecosystem)