ayu-22 / Colorization-Deep-learning

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Colorization-Deep Learning

This the implementation of the paper Deep Koalarization: Image Colorization using CNNs and Inception-ResNet-v2. I have implemented this paper in Keras

Paper Link

Coloring the black and white images has been a very well known problem in the field of deep learning. Lots of approches have been made in achieving the goal of coloring a hgrey-scale image using deep learning. In the paper which is implemented here the writer's of the paper propose a model which combines a deep Convolutional Neural Network trained from scratch with high-level features extracted from the Inception-ResNet-v2 pre-trained model.

I have used colornet dataset which is public dataset on FloydHub. A total of 9000 images. the model was trained for 1000 epochs.

Architecture of model is shown below model ##the image is taken from the original paper

Acknowledgement

I would like to thanks Emil Wallner for his FloydHub Blog Colorizing B&W Photos with Neural Networks. I have taken from that. Thanks for sharing. Blog Link

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License:MIT License


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Language:Python 100.0%