TensorFlow implementation of Automatic Portrait Segmentation

Setup

Dependencies

• Python 3.6+
• TensorFlow 1.6+
• caffe (only use to transform pretrained model)

Prepare environment, model and data

$ pip install -r requirements.txt
$ wget http://dl.caffe.berkeleyvision.org/fcn8s-heavy-pascal.caffemodel
$ python caffe_mat_transform.py
$ mkdir model
$ cd data
$ python data_download.py

Usage

Training

$ python train.py

Testing

$ python test.py

References

• Fully Convolutional Models for Semantic Segmentation by Evan Shelhamer*, Jonathan Long*, Trevor Darrell
• Automatic Portrait Segmentation for Image Stylization by Xiaoyong Shen, Aaron Hertzmann, Jiaya Jia, Sylvain Paris, Brian Price, Eli Shechtman, Ian Sachs