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.

All labels observed (1)

How this entity was disambiguated

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
surface form: Fashion-MNIST dataset

KMNIST
surface form: KMNIST dataset
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

How these facts were elicited

Referenced by (1)

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

MNIST fullName Modified National Institute of Standards and Technology database