Modified National Institute of Standards and Technology database

E363685

The Modified National Institute of Standards and Technology database is a large, standardized collection of handwritten digit images widely used for training and evaluating image processing and machine learning algorithms.

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Statements (49)

Predicate Object
instanceOf benchmark dataset ⓘ
handwritten digit dataset ⓘ
image dataset ⓘ
machine learning dataset ⓘ
abbreviation MNIST ⓘ
basedOn NIST Special Database 1 ⓘ
NIST Special Database 3 ⓘ
benchmarkStatus de facto standard for handwritten digit recognition ⓘ
classLabels digits 0–9 ⓘ
contains grayscale images of handwritten digits ⓘ
creator Christopher J. C. Burges ⓘ
Corinna Cortes ⓘ
Yann LeCun ⓘ
dataSplit test set ⓘ
training set ⓘ
dataType unsigned 8-bit integer pixel values ⓘ
difficultyLevel relatively easy classification task ⓘ
domain handwritten digit recognition ⓘ
fileFormat IDX ⓘ
hostedAt Yann LeCun’s NYU web pages ⓘ
imageChannels 1 ⓘ
imageColorSpace grayscale ⓘ
imageHeight 28 pixels ⓘ
imageWidth 28 pixels ⓘ
influenced EMNIST dataset ⓘ
Fashion-MNIST dataset ⓘ
linked to: Fashion-MNIST

KMNIST dataset ⓘ
linked to: KMNIST
license freely available for research and educational use ⓘ
notableFor standardized train-test split ⓘ
widespread use in deep learning research ⓘ
numberOfClasses 10 ⓘ
pixelValueRange 0–255 ⓘ
preprocessing centered in fixed-size image ⓘ
size-normalized digits ⓘ
publisher National Institute of Standards and Technology ⓘ
subjectArea computer vision ⓘ
machine learning education ⓘ
pattern recognition ⓘ
testSetSize 10000 ⓘ
timePeriod 1990s ⓘ
totalNumberOfImages 70000 ⓘ
trainingSetSize 60000 ⓘ
typicalInputShape 28x28 ⓘ
typicalUse convolutional neural network training ⓘ
supervised learning ⓘ
usedFor benchmarking machine learning algorithms ⓘ
evaluating image processing algorithms ⓘ
optical character recognition research ⓘ
training image classification models ⓘ

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MNIST → fullName → Modified National Institute of Standards and Technology database ⓘ