Video Denoising using Low Rank Matrix completion

Implementing Low-rank matrix completion algorithm for Video denoising and comparing it with other denoising algorithms like PCA and VBM3D method.

Main Reference Paper

"Robust video denoising using low rank matrix completion" by Hui Ji, Chaoqiang Liu, Zuowei Shen, Yuhong Xu
Link to the paper
Link to Data set

Validation Strategy

We will compare our results to that from the methods with impulsive noise pre-processing, like PCA and VBM3D, with respect to their PSNR values (Peak Signal to Noise Ratio) and also visually.

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(This project was made as a course project for CS 754: Advanced Image Processing, Spring 2021, IIT Bombay.)