ResNet

GPTKB entity

Properties (57)
Predicate Object
gptkbp:instanceOf gptkb:Cloud_Computing_Service
gptkbp:application Object Detection
Face Recognition
Semantic Segmentation
Medical_Image_Analysis
gptkbp:architecturalStyle Deep Learning
gptkbp:completed gptkb:ImageNet_Challenge
gptkbp:contribution Facilitated Training of Very Deep Networks
Improved Gradient Flow
Reduced Vanishing Gradient Problem
gptkbp:developedBy gptkb:Kaiming_He
https://www.w3.org/2000/01/rdf-schema#label ResNet
gptkbp:influencedBy gptkb:AlexNet
gptkb:GoogleNet
VGGNet
gptkbp:inputOutput 224x224
gptkbp:is_a_platform_for gptkb:PyTorch
TensorFlow
gptkbp:keyFigures gptkb:Deep_Residual_Learning_for_Image_Recognition
CVPR 2016
Kaiming_He_et_al.
gptkbp:keyIssues gptkb:Bottleneck_Architecture
Transfer Learning
Ensemble Learning
Fine-tuning
Identity Mapping
Skip Connections
Layer Normalization
Network Depth
Residual Block
Hyperparameter_Tuning
Model_Compression
Feature_Reuse
gptkbp:losses Cross-Entropy_Loss
gptkbp:notableFeature Residual Learning
gptkbp:numberOfStudents 101
50
152
gptkbp:performance Top-1 Accuracy
Top-5 Accuracy
gptkbp:primaryFunction gptkb:Leaky_ReLU
ReLU
gptkbp:researchAreas Artificial Intelligence
Machine Learning
Computer_Vision
gptkbp:successor DenseNet
ResNeXt
gptkbp:training Stochastic Gradient Descent
Data Augmentation
Batch Normalization
gptkbp:usedIn Image Classification
gptkbp:variant gptkb:ResNet-101
gptkb:ResNet-152
ResNet-50
ResNet-110
ResNet-164
gptkbp:yearEstablished 2015