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java-models
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Models in Java
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java-models
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# TensorFlow Java Examples This repository contains examples for [TensorFlow-Java](https://github.com/tensorflow/java). ## Example Models There are five example models: a LeNet CNN, a VGG CNN, inference using Faster-RCNN, a linear regression and a logistic regression. ### Faster-RCNN The Faster-RCNN inference example is in `org.tensorflow.model.examples.cnn.fastrcnn`. Download the model from https://tfhub.dev/tensorflow/faster_rcnn/inception_resnet_v2_1024x1024/1 Unzip then untar the model to a local folder - I've used models/faster_rcnn_inception_resnet_v2_1024x1024. Create a testimages folder then add some test images into a testimages folder To run the example add the input image and output image as parameters: ```shell java -cp target/tensorflow-examples-1.0.0-tfj-1.0.0-rc.2-jar-with-dependencies.jar org.tensorflow.model.examples.cnn.fastrcnn.FasterRcnnInception testimages/image2.jpg image2rcnn.jpg ``` ### LeNet CNN The LeNet example runs on MNIST which is stored in the project's resource directory. It is found in `org.tensorflow.model.examples.cnn.lenet`, and can be run with: ```shell java -cp target/tensorflow-examples-1.0.0-tfj-1.0.0-rc.2-with-dependencies.jar org.tensorflow.model.examples.cnn.lenet.CnnMnist ``` ### VGG The VGG11 example runs on FashionMNIST, stored in the project's resource directory. It is found in `org.tensorflow.model.examples.cnn.vgg`, and can be run with: ```shell java -cp target/tensorflow-examples-1.0.0-tfj-1.0.0-rc.2-with-dependencies.jar org.tensorflow.model.examples.cnn.vgg.VGG11OnFashionMnist ``` ### Linear Regression The linear regression example runs on hard coded data. It is found in `org.tensorflow.model.examples.regression.linear` and can be run with: ```shell java -cp target/tensorflow-examples-1.0.0-tfj-1.0.0-rc.2-with-dependencies.jar org.tensorflow.model.examples.regression.linear.LinearRegressionExample ``` ### Logistic Regression The logistic regression example runs on MNIST, stored in the project's resource directory. It is found in `org.tensorflow.model.examples.dense.SimpleMnist`, and can be run with: ```shell java -cp target/tensorflow-examples-1.0.0-tfj-1.0.0-rc.2-with-dependencies.jar org.tensorflow.model.examples.dense.SimpleMnist ``` ## Contributions Contributions of other example models are welcome, for instructions please see the [Contributor guidelines](https://github.com/tensorflow/java/blob/master/CONTRIBUTING.md) in TensorFlow-Java. ## Development This repository tracks TensorFlow-Java and the head will be updated with new releases of TensorFlow-Java.
