In this case study, we will understand the angle within which a car needs to be turned based on the image provided.
Predicting the angle within which a car needs to be turned
Getting ready
The strategy we adopt to build a steering angle prediction is as follows:
- Gather a dataset that has the images of the road and the corresponding angle within which the steering needs to be turned
- Preprocess the image
- Pass the image through the VGG16 model to extract features
- Build a neural network that performs regression to predict the steering angle, which is a continuous value to be predicted