org.deeplearning4j.zoo.model.helper

Class InceptionResNetHelper

java.lang.Object

org.deeplearning4j.zoo.model.helper.InceptionResNetHelper

public class InceptionResNetHelper
extends Object

Inception is based on GoogleLeNet configuration of convolutional layers for optimization of resources and learning. You can use this module to add Inception to your own custom models. The GoogleLeNet paper: https://arxiv.org/abs/1409.4842 This module is based on the Inception-ResNet paper that combined residual shortcuts with Inception-style networks: https://arxiv.org/abs/1602.07261 Revised and consolidated. Likely needs further tuning for specific applications.

Author:

Justin Long (crockpotveggies)

Constructor Summary

Constructors

Constructor and Description
InceptionResNetHelper()

Method Summary

Modifier and Type	Method and Description
static ComputationGraphConfiguration.GraphBuilder	inceptionV1ResA(ComputationGraphConfiguration.GraphBuilder graph, String blockName, int scale, double activationScale, String input) Append Inception-ResNet A to a computation graph.
static ComputationGraphConfiguration.GraphBuilder	inceptionV1ResB(ComputationGraphConfiguration.GraphBuilder graph, String blockName, int scale, double activationScale, String input) Append Inception-ResNet B to a computation graph.
static ComputationGraphConfiguration.GraphBuilder	inceptionV1ResC(ComputationGraphConfiguration.GraphBuilder graph, String blockName, int scale, double activationScale, String input) Append Inception-ResNet C to a computation graph.
static String	nameLayer(String blockName, String layerName, int i)

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Constructor Detail

InceptionResNetHelper

public InceptionResNetHelper()

Method Detail

nameLayer

public static String nameLayer(String blockName,
                               String layerName,
                               int i)

inceptionV1ResA

public static ComputationGraphConfiguration.GraphBuilder inceptionV1ResA(ComputationGraphConfiguration.GraphBuilder graph,
                                                                         String blockName,
                                                                         int scale,
                                                                         double activationScale,
                                                                         String input)

Append Inception-ResNet A to a computation graph.

Parameters:

graph -

blockName -

scale -

activationScale -

input -

Returns:

inceptionV1ResB

public static ComputationGraphConfiguration.GraphBuilder inceptionV1ResB(ComputationGraphConfiguration.GraphBuilder graph,
                                                                         String blockName,
                                                                         int scale,
                                                                         double activationScale,
                                                                         String input)

Append Inception-ResNet B to a computation graph.

Parameters:

graph -

blockName -

scale -

activationScale -

input -

Returns:

inceptionV1ResC

public static ComputationGraphConfiguration.GraphBuilder inceptionV1ResC(ComputationGraphConfiguration.GraphBuilder graph,
                                                                         String blockName,
                                                                         int scale,
                                                                         double activationScale,
                                                                         String input)

Append Inception-ResNet C to a computation graph.

Parameters:

graph -

blockName -

scale -

activationScale -

input -

Returns: