Illumination-robust variational optical flow using cross-correlation

We address the problem of variational optical flow for video processing applications that need fast operation and robustness to drastic variations in illumination. Recently, a solution [1] has been proposed based on the photometric invariants of the dichromatic reflection model [2]. However, this solution is only applicable to colour videos with brightness variations. Greyscale videos, or colour videos with colour illumination changes cannot be adequately handled. We propose two illumination-robust variational methods based on cross-correlation that are applicable to colour and grey-level sequences and robust to brightness and colour illumination changes. First, we present a general implicit nonlinear scheme that assumes no particular analytical form of energy functional and can accommodate different image components and data metrics, including cross-correlation. We test the nonlinear scheme on standard synthetic data with artificial brightness and colour effects added and conclude th...

• Type: Journal
• Year: 2010
• Where: CVIU
• Authors: József Molnár, Dmitry Chetverikov, Sándor Fazekas
• Keywords: Cross-correlation, CVIU 2010, Illumination Changes, Variational Optical Flow