kaggle-deepfake-detection-challenge

My solution for the Deepfake Detection Challenge

Installation

Assuming the user has a standard Anaconda3 environment

1. Install NVIDIA DALI. Instructions can be found here.

2. Create a new folder called vendors or something similar. It will be used for 3rd party code which lacks proper install mechanisms

3. Install Pytorch_Retinaface:

   cd vendors
   git clone https://github.com/biubug6/Pytorch_Retinaface.git

   then go to src/prepare_data.py and update this line with path to Pytorch_Retinaface in your system:

   sys.path.insert(0, '/home/dmitry/projects/dfdc/vendors/Pytorch_Retinaface')

4. Download pretrained weights from Google Drive.

5. Install other non-standart pip packages:

   pip install h5py numba pytorch-ignite hydra-core