Kitti Road dataset and VGG16 model was used for this project.
Implemented Skip Connection to improve segmentation accuracy (The authors of this paper highly suggest to use the skip layers.
Adam Optimizer was used in this model with the learning rate of 0.0009.
The model labels most pixels of the road close to the best solution and achieves over 80% accuracy which was my initial goal.