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
|