Inception architecture

GPTKB entity

Statements (50)
Predicate Object
gptkbp:instanceOf gptkb:convolutional_neural_network
gptkbp:alsoKnownAs gptkb:GoogLeNet
gptkbp:arXivID 1409.4842
gptkbp:author gptkb:Scott_Reed
gptkb:Vincent_Vanhoucke
gptkb:Wei_Liu
gptkb:Christian_Szegedy
gptkb:Dragomir_Anguelov
gptkb:Dumitru_Erhan
gptkb:Pierre_Sermanet
gptkb:Yangqing_Jia
gptkb:Andrew_Rabinovich
gptkbp:component auxiliary classifiers
factorized convolutions
batch normalization (in later versions)
global average pooling
inception module
gptkbp:developedBy gptkb:Google
gptkbp:followedBy gptkb:Inception-ResNet
gptkb:Inception_v2
gptkb:Inception_v3
gptkb:Inception_v4
gptkbp:improves gptkb:VGGNet
gptkb:AlexNet
gptkbp:inspiredBy gptkb:Network-in-Network_architecture
gptkbp:introducedIn gptkb:CVPR_2015
2014
gptkbp:maximumDepth 22 layers (Inception v1)
gptkbp:notableFor multi-scale feature extraction
1x1 convolutions for dimensionality reduction
inception modules
parallel convolutional layers
gptkbp:notablePublication gptkb:Going_Deeper_with_Convolutions
gptkbp:parameterEfficiency high
gptkbp:publishedIn gptkb:CVPR_2015
gptkbp:releaseDate gptkb:Inception_v1
gptkbp:usedFor image classification
object detection
gptkbp:usedIn gptkb:TensorFlow
gptkb:Keras
gptkb:PyTorch
gptkbp:won gptkb:ILSVRC_2014_classification_challenge
gptkbp:bfsParent gptkb:Christian_Szegedy
gptkb:Going_Deeper_with_Convolutions
gptkb:Inception-ResNet
gptkb:Inception_v3
gptkb:Inception_v4
gptkb:Aggregated_Residual_Transformations_for_Deep_Neural_Networks
gptkbp:bfsLayer 8
https://www.w3.org/2000/01/rdf-schema#label Inception architecture