Welcome to OStack Knowledge Sharing Community for programmer and developer-Open, Learning and Share
Welcome To Ask or Share your Answers For Others

Categories

0 votes
777 views
in Technique[技术] by (71.8m points)

tensorflow - Keras deep learning model to android

I'm developing a real-time object classification app for android. First I created a deep learning model using "keras" and I already have trained model saved as "model.h5" file. I would like to know how can I use that model in android for image classification.

See Question&Answers more detail:os

与恶龙缠斗过久,自身亦成为恶龙;凝视深渊过久,深渊将回以凝视…
Welcome To Ask or Share your Answers For Others

1 Answer

0 votes
by (71.8m points)

You cant export Keras directly to Android but you have to save the model

  • Configure Tensflow as your Keras backend.

  • Save model wights using model.save(filepath) (you already done this)

Then load it with one of the following solutions:

Solution 1: Import model in Tensflow

1- Build Tensorflow model

  • Build tensorflow model from keras model use this code (link updated)

2- Build Android app and call tensflow. check this tutorial and this official demo from google to learn how to do it.

Solution 2: Import model in java
1- deeplearning4j a java library allow to import keras model: tutorial link
2- Use deeplearning4j in Android: it is easy since you are in java world. check this tutorial


与恶龙缠斗过久,自身亦成为恶龙;凝视深渊过久,深渊将回以凝视…
Welcome to OStack Knowledge Sharing Community for programmer and developer-Open, Learning and Share
Click Here to Ask a Question

...