08 Super Resolution & Neural Style Transfer

Assignment

  1. Train SRGAN on the drone images dataset you created. Your target is to train an SRGAN network (pre-trained models are fine) to be awesome at drone/flying object Super Resolution. Once done, upload it to your webpage - 1000pts.

  2. Add a neural style transfer page on your Webpage - 500

Resolution - Style Transfer

Github: https://github.com/satyajitghana/TSAI-DeepVision-EVA4.0-Phase-2/blob/master/08-SuperResolution_StyleTransfer/FastNeuralStyleTransfer.ipynb

Colab: https://colab.research.google.com/github/satyajitghana/TSAI-DeepVision-EVA4.0-Phase-2/blob/master/08-SuperResolution_StyleTransfer/FastNeuralStyleTransfer.ipynb

Deployment: https://thetensorclan-web.herokuapp.com/style-transfer

ST Results

style-transfer

ST Demo

demo

Solution - Super Resolution

Github: https://github.com/satyajitghana/TSAI-DeepVision-EVA4.0-Phase-2/blob/master/08-SuperResolution_StyleTransfer/IFO_SuperResolution.ipynb

Colab: https://colab.research.google.com/github/satyajitghana/TSAI-DeepVision-EVA4.0-Phase-2/blob/master/08-SuperResolution_StyleTransfer/IFO_SuperResolution.ipynb

High Resolution Images: IFO_200

Low Resolution Images: IFO 400

Deployment http://thetensorclan-web.herokuapp.com/ifo-sr

SR Demo

demo

SR Results

r1

r2

r3