How can I train tensorflow deeplab model?

Question

I need to train tensorflow deeplab model with my shoes dataset. Then i will use this model in order to remove background of image shoe. How could i train it ? Could you explain step by step ? You have any example for this situation ? tensorflow/deeplab

Answer 1

You will need read some parts of Deeplab code

• Download repo
• Now you need to put your data in tfrecord in proper format
• Use some of scripts in https://github.com/tensorflow/models/tree/master/research/deeplab/datasets to download and generate example datasets
• Prepare analogous script for your shoes dataset
• Add information about data to Deeplab source file https://github.com/tensorflow/models/blob/master/research/deeplab/datasets/data_generator.py add info in analogous format like example datasets
• Check flags for architecture https://github.com/tensorflow/models/blob/master/research/deeplab/common.py
• Check specific flags and then train, export, count statistics or visualize using train.py, vis.py, export_model.py, eval.py in folder https://github.com/tensorflow/models/tree/master/research/deeplab