Deep Convolutional Neural Networks

GPTKB entity

Statements (57)
Predicate Object
gptkbp:instance_of gptkb:television_channel
gptkbp:applies_to gptkb:Autonomous_Vehicles
gptkb:software
Facial Recognition
Medical Image Analysis
gptkbp:architectural_style Convolutional Layers
Fully Connected Layers
Pooling Layers
gptkbp:developed_by gptkb:Geoffrey_R._Hinton
gptkbp:enables gptkb:streaming_service
Real-time Processing
gptkbp:has Multiple Layers
gptkbp:has_achievements State-of-the-art Performance
gptkbp:has_programs gptkb:musical
gptkb:noble_title
gptkb:robot
Finance
https://www.w3.org/2000/01/rdf-schema#label Deep Convolutional Neural Networks
gptkbp:improves gptkb:Pattern_Recognition
Feature Extraction
gptkbp:influenced_by gptkb:Alex_Net
gptkbp:is gptkb:software_framework
A type of Neural Network
Inspired by Biological Processes
Used in AI
gptkbp:is_challenged_by Adversarial Attacks
Overfitting
Computational Cost
Data Imbalance
gptkbp:is_evaluated_by Accuracy
F1 Score
Precision
Recall
ROCAUC
gptkbp:is_optimized_for gptkb:Batch_Normalization
Data Augmentation
gptkbp:is_supported_by gptkb:Cloud_Computing_Service
gptkb:Research_Institute
GPU Acceleration
Open Source Frameworks
gptkbp:requires High Computational Power
Large Datasets
gptkbp:training gptkb:Image_Net
gptkb:CIFAR-10
gptkb:Pascal_VOC
gptkb:COCO
gptkb:MNIST
Backpropagation
Stochastic Gradient Descent
gptkbp:used_in Image Recognition
Object Detection
Video Analysis
gptkbp:uses Dropout Regularization
Re LU Activation Function
gptkbp:bfsParent gptkb:Style_GAN
gptkb:Deep_Lab
gptkbp:bfsLayer 4