Neural-Style-Transfer

This is a Tensorflow implementation of styling images using VGG-19 model.

Some Examples

Content Image	Style Image	Generated Image

Hyperparamter Tuning

Style Strength

Alpha	Beta	Result
0.025	5
1	500
5	100
10	40
7.5	100
10	5000

Content Formula

Here,

J_content is the content loss function
C and G represent content and generated image respectively
a(C)and a(G) are the activations from the chosen layer when image is passed to the model
n_H, n_W, n_C are the height, weight and number of channels of the image respectively

Formula Used	Generated Image(Run only upto 100 iterations)

References:

1. A Neural Algorithm of Artistic Style
2. Convolutional Neural Networks by deeplearning.ai on coursera
3. NeuralArt Github Repository