Module: tfgarden.applications

Modules

• densenet module: DenseNet models for Keras.
• efficientnet module : EfficientNet models for Keras.
• inception_resnet_v2 module: Inception-ResNet V2 model for Keras.
• inception_v3 module: Inception V3 model for Keras.
• mobilenet module : MobileNet v1 models for Keras.
• mobilenet_v2 module: MobileNet v2 models for Keras.
• mobilenet_v3 module: MobileNet v3 models for Keras.
• nasnet module: NASNet-A models for Keras.
• resnet module : ResNet models for Keras.
• resnet_v2 module: ResNet v2 models for Keras, Not implemented yet.
• vgg11 module : VGG11 model for Keras.
• vgg13 module : VGG13 model for Keras.
• vgg16 module : VGG16 model for Keras.
• vgg19 module : VGG19 model for Keras.
• xception module: Xception V1 model for Keras.
• mnasnet module: MnasNet-A1 model for Keras.
• pyramidnet module : PyramidNet models for Keras.
• efficientnet_lite module : EfficientNet-Lite models for Keras.

Functions

• DenseNet121(...) : Instantiates the Densenet121 architecture.
• DenseNet169(...) : Instantiates the Densenet169 architecture.
• DenseNet201(...) : Instantiates the Densenet201 architecture.
• EfficientNetB0(...) : Instantiates the EfficientNetB0 architecture.
• EfficientNetB1(...) : Instantiates the EfficientNetB1 architecture.
• EfficientNetB2(...) : Instantiates the EfficientNetB2 architecture.
• EfficientNetB3(...) : Instantiates the EfficientNetB3 architecture.
• EfficientNetB4(...) : Instantiates the EfficientNetB4 architecture.
• EfficientNetB5(...) : Instantiates the EfficientNetB5 architecture.
• EfficientNetB6(...) : Instantiates the EfficientNetB6 architecture.
• EfficientNetB7(...) : Instantiates the EfficientNetB7 architecture.
• InceptionResNetV2(...) : Instantiates the Inception-ResNet v2 architecture.
• InceptionV3(...) : Instantiates the Inception v3 architecture.
• MobileNet(...) : Instantiates the MobileNet architecture.
• MobileNetV2(...) : Instantiates the MobileNetV2 architecture.
• MobileNetV3Large(...) : Instantiates the MobileNetV3Large architecture.
• MobileNetV3Small(...) : Instantiates the MobileNetV3Small architecture.
• NASNetLarge(...) : Instantiates a NASNet model in ImageNet mode for HASC.
• NASNetMobile(...) : Instantiates a Mobile NASNet model in ImageNet mode for HASC.
• ResNet18(...) : Instantiates the ResNet18 architecture.
• ResNet16(...) : Instantiates the ResNet16 architecture (half size of ResNet34).
• ResNet34(...) : Instantiates the ResNet34 architecture.
• VGG11(...) : Instantiates the VGG11 architecture.
• VGG13(...) : Instantiates the VGG13 architecture.
• VGG16(...) : Instantiates the VGG16 architecture.
• VGG19(...) : Instantiates the VGG19 architecture.
• Xception(...) : Instantiates the Xception architecture.
• MnasNet(...) : Instantiates the MnasNet-A1 model.
• PyramidNet18(...) : Instantiates the PyramidNet18 architecture.
• PyramidNet34(...) : Instantiates the PyramidNet34 architecture.
• PyramidNet50(...) : Instantiates the PyramidNet50 architecture.
• PyramidNet101(...) : Instantiates the PyramidNet101 architecture.
• PyramidNet152(...) : Instantiates the PyramidNet152 architecture.
• EfficientNet_lite0(...) : Instantiates the EfficientNet-lite0 architecture.
• EfficientNet_lite1(...) : Instantiates the EfficientNet-lite1 architecture.
• EfficientNet_lite2(...) : Instantiates the EfficientNet-lite2 architecture.
• EfficientNet_lite3(...) : Instantiates the EfficientNet-lite3 architecture.
• EfficientNet_lite4(...) : Instantiates the EfficientNet-lite4 architecture.

Performance

Shows the performance of the models at the HASC.