Title :
Multi-objective optimization of satellite image registration using Discrete Particle Swarm Optimisation
Author :
Senthilnath, J. ; Omkar, S.N. ; Mani, V. ; Karthikeyan, T.
Author_Institution :
Dept. of Aerosp. Eng., Indian Inst. of Sci., Bangalore, India
Abstract :
A new multi-sensor image registration technique is proposed based on detecting the feature corner points using modified Harris Corner Detector (HDC). These feature points are matched using multi-objective optimization (distance condition and angle criterion) based on Discrete Particle Swarm Optimization (DPSO). This optimization process is more efficient as it considers both the distance and angle criteria to incorporate multi-objective switching in the fitness function. This optimization process helps in picking up three corresponding corner points detected in the sensed and base image and thereby using the affine transformation, the sensed image is aligned with the base image. Further, the results show that the new approach can provide a new dimension in solving multi-sensor image registration problems. From the obtained results, the performance of image registration is evaluated and is concluded that the proposed approach is efficient.
Keywords :
geophysical image processing; geophysical techniques; image registration; image sensors; particle swarm optimisation; discrete particle swarm optimisation; modified Harris corner detector; multiobjective optimization method; multiobjective switching process; multisensor image registration problem; multisensor image registration technique; satellite image registration; Detectors; Feature extraction; Image registration; Optimization; Particle swarm optimization; Robustness; Vectors; Discrete Particle Swarm Optimization; Modified Harris Corner Detection; Multi-sensor image;
Conference_Titel :
India Conference (INDICON), 2011 Annual IEEE
Conference_Location :
Hyderabad
Print_ISBN :
978-1-4577-1110-7
DOI :
10.1109/INDCON.2011.6139338