aniruddhas435/twining-digits-video-using-acgan

This software can be used to convert a sequence of digits to a video where the hand-written representations of those digits are twining from one to the other.

Twining digits

4. Generate video

python write_numbers.py

this takes a sequence of digits as inputs and generates a video as output where the machine generated hand written representation of the digits twine from one to the other sequentially. Though to run this file one has to download the model-4000.h5 file

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Introduction

This application turns a sequence of digits into a video where their handwritten representation twine from one to the other. Each frame of this video comes from an ACGAN generator function.

Description

The above task is carried out by an implementation of an ACGAN(Auxiliary Classifier Generative Adverserial NetWorks). Except for the fact that here we can give ambiguous class intent to the generator. This is acheived through a representtion of the class intent as a vector with the respective probabilities for each class. A custom embedding has been created to learn the representation of this kind which enables us to build the model. The results that come out are quite convincing. One can download the writing_numbers.avi video to see the performance for himself.