Skip to content

Pose-Based View Synthesis for Vehicles: A Perspective Aware Method

Notifications You must be signed in to change notification settings

ilvkai/view-synthesis-for-vehicles

Repository files navigation

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

About

Pose-Based View Synthesis for Vehicles: A Perspective Aware Method

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published