Capsule Networks

GPTKB entity

Statements (73)
Predicate Object
gptkbp:instanceOf television channel
gptkbp:addresses Spatial Hierarchies
gptkbp:aimsTo gptkb:Traditional_Neural_Networks
gptkbp:appearsIn 3D Object Recognition
gptkbp:benefits Data Augmentation
gptkbp:challenges Overfitting
gptkbp:completed Higher Accuracy
gptkbp:composedOf Capsules
gptkbp:designedBy Paper 'Dynamic Routing Between Capsules'.
gptkbp:developedBy gptkb:Geoffrey_Hinton
gptkbp:enhances Feature Detection
gptkbp:fieldOfUse Machine Learning
gptkbp:hasPatentNumber AI Ethics
gptkbp:hasRelatedPatent Natural Language Processing
https://www.w3.org/2000/01/rdf-schema#label Capsule Networks
gptkbp:improves Robustness_to_Affine_Transformations
gptkbp:introduced 2017
gptkbp:isActiveIn Computer_Vision
gptkbp:isAvenueFor Performance Metrics
AI Safety
gptkbp:isBeneficialFor Small Datasets
gptkbp:isConsidered Image Segmentation
Alternative to CNNs
Future AI Developments
Smart_Devices
gptkbp:isEvaluatedBy Scalability
Adversarial Examples
Benchmark Datasets
MNIST Dataset
Traditional CNNs
gptkbp:isExploredIn Augmented Reality
Pattern Recognition
Research Papers
Virtual Reality
Emotion Recognition
AI Research
Facial_Recognition
gptkbp:isIncorporatedIn Real-Time Processing
gptkbp:isInspiredBy gptkb:Biological_Neural_Networks
gptkbp:isLocatedIn TensorFlow
gptkbp:isOptimizedFor Performance
gptkbp:isPartOf Deep Learning
AI Competitions
Deep_Learning_Models
gptkbp:isProminentIn Solution to Overfitting
gptkbp:isRelatedTo Transformers
Human Cognition
gptkbp:isStudiedIn Visual Perception
AI_Interpretability
gptkbp:isSupportedBy gptkb:PyTorch
Neuroscience
gptkbp:isTestedFor gptkb:Synthetic_Data
Object Detection
gptkbp:isTrainedIn Conventional Methods
CIFAR-10 Dataset
Real-World_Scenarios
Image_Processing.
gptkbp:isUsedFor Medical Imaging
gptkbp:isUsedIn gptkb:Autonomous_Vehicles
gptkbp:isUtilizedFor Complexity
Gesture Recognition
Scene Understanding
Data Efficiency
gptkbp:isUtilizedIn Robotics
Speech Recognition
Neural Encoding
gptkbp:isVisitedBy Backpropagation
Image Classification
gptkbp:reduces Pooling Layers
gptkbp:relatedTo gptkb:Convolutional_Neural_Networks
gptkbp:requires Less Training Data
gptkbp:usedFor Image Recognition
gptkbp:utilizes Dynamic_Routing