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

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

Training

In order to train a model:

1. 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.

2. Download view-synthesis-for-vehicles.zip and unzip the contents to the main folder.

3. Training the full system by running the train.sh: bash train.sh

Testing

bash test.sh