/Neural-Image-Colorizer

Image Colorization using Autoencoders [PyTorch]

Primary LanguageJupyter Notebook

Neural-Image-Colorizer

Hugging Face Spaces

Image Colorization using Autoencoders [PyTorch]

Heroku - https://neural-image-colorizer.herokuapp.com/

Medium - https://medium.com/@pranav.kushare2001/colorize-your-black-and-white-photos-using-ai-4652a34e967

Output

Input B/w image vs Output Colored Image

download outptu

Model

autoencoder_model

1] used Resnet18 for Encoder part

2] In decoder part latent representation (extracted features) are being upsampled

Future Scope

1] Their are n number of ways to imporve this model

2] we can use different encoders like resnet50, inceptionnet, Densenet ,Vggnet

3] I have just trained the base model because of time constraint

4] Results will improve in greater extent if model is trained for suitable number of epochs and dataset