About: Capsule neural network

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A Capsule Neural Network (CapsNet) is a machine learning system that is a type of artificial neural network (ANN) that can be used to better model hierarchical relationships. The approach is an attempt to more closely mimic biological neural organization.

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rdfs:label	Capsule neural network (en)
rdfs:comment	A Capsule Neural Network (CapsNet) is a machine learning system that is a type of artificial neural network (ANN) that can be used to better model hierarchical relationships. The approach is an attempt to more closely mimic biological neural organization. (en)
dbp:wikiPageUsesTemplate	dbt:Citation dbt:Cite_arXiv dbt:Cite_web dbt:Reflist dbt:TOC_limit dbt:Youtube
foaf:homepage	http://www.cedar.buffalo.edu
Subject	Artificial neural networks
Link from a Wikipage to an external page	https://medium.com/syncedreview/we-can-do-it-geoffrey-hinton-and-ubc-ut-google-uvic-team-propose-unsupervised-capsule-c1f2edb6b1e9%7Caccess-date=2021-01-18%7Cwebsite=Medium%7Clanguage=en https://medium.freecodecamp.org/understanding-capsule-networks-ais-alluring-new-architecture-bdb228173ddc%7Ctitle=Understanding https://openreview.net/pdf%3Fid=HJWLfGWRb%7Ctitle=MATRIX https://github.com/XifengGuo/CapsNet-Keras%7Caccess-date=2017-12-08 https://github.com/fabio-deep/Variational-Capsule-Routing%7Caccess-date=2020-10-23 https://github.com/gram-ai/capsule-networks%7Cpublisher=Gram.AI%7Caccess-date=2017-12-08 https://github.com/naturomics/CapsNet-Tensorflow%7Caccess-date=2017-12-08 http://www.cedar.buffalo.edu/~srihari/CSE676%7Ctitle=Deep
prov:wasDerivedFrom	http://en.wikipedia.org/wiki/Capsule_neural_network?oldid=1074491135&ns=0
Wikipage page ID	55986595 (xsd:integer)
page length (characters) of wiki page	28038 (xsd:nonNegativeInteger)
Wikipage revision ID	1074491135 (xsd:integer)
Link from a Wikipage to another Wikipage	Log probability Logit Prior probability Rotation (mathematics) Supervised learning Action potential Affine space Affine transformation Artificial neural network Artificial neuron Backpropagation Stellate cell Unsupervised learning Artificial neural networks Geoffrey Hinton Digital image processing Dot product Hinge loss Pose (computer vision) Winner-take-all (computing) Cerebral cortex Chandelier cell Hough transform Pixel Convolution Convolutional neural network Cortical minicolumn Parse tree Saccade Softmax function Equivariant map Image segmentation Kernel (statistics) Invariant (mathematics) Translation (geometry) Euclidean distance MNIST database Neural coding Random sample consensus Randomized Hough transform Realization (probability) Receptive field Rectifier (neural networks) dbr:Spatial_transformer_networks dbr:Classification_with_localization
has abstract	A Capsule Neural Network (CapsNet) is a machine learning system that is a type of artificial neural network (ANN) that can be used to better model hierarchical relationships. The approach is an attempt to more closely mimic biological neural organization. The idea is to add structures called “capsules” to a convolutional neural network (CNN), and to reuse output from several of those capsules to form more stable (with respect to various perturbations) representations for higher capsules. The output is a vector consisting of the probability of an observation, and a pose for that observation. This vector is similar to what is done for example when doing in CNNs. Among other benefits, capsnets address the "Picasso problem" in image recognition: images that have all the right parts but that are not in the correct spatial relationship (e.g., in a "face", the positions of the mouth and one eye are switched). For image recognition, capsnets exploit the fact that while viewpoint changes have nonlinear effects at the pixel level, they have linear effects at the part/object level. This can be compared to inverting the rendering of an object of multiple parts. (en)
foaf:isPrimaryTopicOf	http://en.wikipedia.org/wiki/Capsule_neural_network
is Wikipage redirect of	Training capsule neural networks
is Link from a Wikipage to another Wikipage of	Capsule Geoffrey Hinton Glossary of artificial intelligence Convolutional neural network Knowledge graph embedding
is known for of	Geoffrey Hinton
is foaf:primaryTopic of	http://en.wikipedia.org/wiki/Capsule_neural_network

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