LeNet

E17289

convolutional neural network architecture deep learning model image recognition model

LeNet is one of the earliest convolutional neural network architectures, pioneering modern deep learning approaches to image recognition and handwritten digit classification.

Observed surface forms (1)

Surface form	Occurrences
LeNet-5 convolutional neural network (with Yann LeCun and others)	1

Statements (46)

Predicate	Object
instanceOf	convolutional neural network architecture ⓘ deep learning model ⓘ image recognition model ⓘ
activationFunction	sigmoid function ⓘ tanh function ⓘ
basedOn	artificial neural networks ⓘ backpropagation ⓘ convolution operation ⓘ gradient descent ⓘ
developedAt	Bell Telephone Laboratories ⓘ surface form: AT&T Bell Labs
developer	Léon Bottou ⓘ Patrick Haffner ⓘ Yann LeCun ⓘ Yoshua Bengio ⓘ
field	computer vision ⓘ deep learning ⓘ machine learning ⓘ pattern recognition ⓘ
hasComponent	convolutional layer ⓘ fully connected layer ⓘ output layer ⓘ pooling layer ⓘ subsampling layer ⓘ
historicalSignificance	one of the earliest successful CNNs ⓘ pioneered modern deep learning for vision ⓘ
influenced	AlexNet ⓘ ResNet ⓘ VGG ⓘ modern CNN architectures ⓘ
inputDomain	28x28 pixel images ⓘ
inputType	grayscale images ⓘ
learningParadigm	end-to-end learning ⓘ
lossFunction	cross-entropy loss ⓘ
notableDataset	MNIST ⓘ
notablePublication	Gradient-based learning applied to document recognition ⓘ
optimizationObjective	classification accuracy ⓘ
primaryTask	bank check digit recognition ⓘ zip code recognition ⓘ
publicationYear	1998 ⓘ
regularization	weight decay ⓘ
trainingMethod	stochastic gradient descent ⓘ supervised learning ⓘ
usedFor	handwritten digit recognition ⓘ image classification ⓘ optical character recognition ⓘ
yearProposed	1989 ⓘ

Referenced by (5)

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

Gradient-based learning applied to document recognition → architectureName → LeNet ⓘ

Yann LeCun → coined → LeNet ⓘ

Yann LeCun → knownFor → LeNet ⓘ

Yann → knownFor → LeNet ⓘ

subject surface form: Yann LeCun

Léon Bottou → notableWork → LeNet ⓘ

this entity surface form: LeNet-5 convolutional neural network (with Yann LeCun and others)