Pose-based View Synthesis for Vehicles: a Perspective Aware Method

This repo is based on pose-gan [https://github.com/AliaksandrSiarohin/pose-gan], which is an excellent work for person pose transfer.

Requirment

python2.7
Numpy
Scipy
Skimage
Pandas
Tensorflow
Keras
keras-contrib
tqdm

Environments

pip install -r requirements.txt
install keras-contrib by running: pip install git+https://www.github.com/keras-team/keras-contrib.git

Training

In order to train a model:

Download VeRi dataset https://github.com/VehicleReId/VeRidataset. Put it in data folder. Rename this folder to data/VeRi-dataset. Rename image_train and image_test with test and train.
Download view-synthesis-for-vehicles.zip and unzip the contents to the main folder.
Training the full system by running the train.sh: bash train.sh

Testing

bash test.sh