Up Scaling Video

Phase 1: Dataset Creation

Downloading videos from YouTube in 1080p and 480p
Splitting videos in frame with ffmpeg, one frame per second
Copy frames in a good format for training

Phase 2: Model Training (v2)

Buffer images with the Tensorflow model
Create a model which fit in AWS instances
Train the model
Test the model
- Split a full video in frame
- Predict the high resolution of all images
- Merge predicted images