SegNet

This repository is to take CVPR 2018 WAD Video Segmentation Challenge with SegNet.

Dependencies

• NumPy
• Tensorflow
• Keras
• OpenCV

Dataset

Follow the instruction to download dataset.

$ kaggle competitions download -c cvpr-2018-autonomous-driving -p /mnt/data

Architecture

ImageNet Pretrained Models

Download VGG16 into models folder.

Usage

Data Pre-processing

Extract training images:

$ python pre-process.py

Train

$ python train.py

If you want to visualize during training, run in your terminal:

$ tensorboard --logdir path_to_current_dir/logs

Demo

Download pre-trained SegNet Model to "models" folder then run:

$ python demo.py

Then check results in images folder, something like:

Input	GT	Output

Legend: