Inspiration
My inspiration of this project is to produce creative artistic effects with help of AI. Just like Google released a production known as “Deep Dream” in 2015, and the internet took it was throbbing enthusiasm.
What it does
Generate artistic images of boring octocat images.
How I built it
I have used CNN to classify an image and applied optimization technique on input image to enhance its patterns. I have used VGG16 a 16 layer CNN. I take a content image and a style reference image. After applying optimization technique and calculated loss functions using Euclidean Distance i have generated an artistic image of octocat.
Challenges I ran into
I faced difficulty in calculation of style loss and content loss.
Accomplishments that I'm proud of
This is my first time participation in hackthon and i am happy that i have able to build my project successfully.
What I learned
I learned complexities of CNN and deep learning.
What's next for Artistic Octocat Generator
In future i will planning to build an app on my model so users can generate their own artistic style octocates instead of painting them by hand.
Built With
- cnn
- keras
- python
- tensorflow
- vgg16
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