IMAGE DISPARITY ESTIMATION BASED ON FRACTIONAL DUAL-TREE COMPLEX WAVELET TRANSFORM: A MULTI-SCALE APPROACH

Author:

KUMAR SANOJ1,KUMAR SANJEEV1,RAMAN BALASUBRAMANIAN1,SUKAVANAM N.1

Affiliation:

1. Department of Mathematics, Indian Institute of Technology, Roorkee, Roorkee-247667, India

Abstract

In this paper, an efficient multi-scale image disparity estimation algorithm is proposed which estimates the local displacements needed to align different regions between a pair of images. This phase-based approach is based on fractional dual-tree complex wavelet transform (FrDTCWT). In the proposed FrDTCWT, initially we obtained the fractional Fourier transform of the image. We decomposed the fractional transformed image by dual-tree complex wavelet transform into real and imaginary parts. The complex analytic signal is obtained from the real-valued function which is obtained from this FrDTCWT. The FRDTCWT inherits the excellent mathematical properties of DTCWT and FrFT. Phase and amplitude of the image are computed from the complex analytic signal. The disparity is estimated as the optical flow using the phase difference method. The efficiency of the proposed algorithm is carried out by different experiments on synthetic as well as on realistic image sequences.

Publisher

World Scientific Pub Co Pte Lt

Subject

Applied Mathematics,Information Systems,Signal Processing

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Graph- and Machine-Learning-Based Texture Classification;Electronics;2023-11-12

2. Disparity estimation based on fusion of vision and LiDAR;International Journal of Wavelets, Multiresolution and Information Processing;2022-05-14

3. Image watermarking in real oriented wavelet transform domain;Multimedia Tools and Applications;2014-08-15

4. Integral Equation-Wavelet Collocation Method for Geometric Transformation and Application to Image Processing;Abstract and Applied Analysis;2014

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