Adaptive stochastic gradient descent optimization in multi temporal satellite image registration

2011 IEEE Recent Advances in Intelligent Computational Systems, RAICS 2011

Volumn , Issue , 2011, Pages 373-377

  Manthira Moorthi, S ^a   Gambhir, Rajdeep K ^a   Misra, Indranil ^a   Ramakrishnan, R ^a  

^a Indian Space Research Organization Space Application Centre   (India)

Author keywords

adaptive stochastic; gradient descent; optimization methods; satellite image registration

Indexed keywords

ADAPTIVE STOCHASTIC; AUTOMATIC IMAGE REGISTRATION; FEATURE-BASED TECHNIQUES; GRADIENT DESCENT; IMAGE CONTENT; IMAGE PAIRS; IMAGE REGISTRATION TECHNIQUES; INTENSITY-BASED; MULTI-TEMPORAL; OPTIMIZATION METHODS; OPTIMIZATION TECHNIQUES; RESAMPLES; ROBUST IMAGE REGISTRATION; SIMILARITY MEASURE; STOCHASTIC GRADIENT DESCENT; VOLUMINOUS DATA;

COMPUTATIONAL COMPLEXITY; FEATURE EXTRACTION; IMAGE REGISTRATION; OPTIMIZATION; STOCHASTIC SYSTEMS; TIME VARYING NETWORKS;

SATELLITE IMAGERY;

EID: 81355150571     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/RAICS.2011.6069337     Document Type: Conference Paper

References (10)

1. S. Klein, J. P. W. Pluim, M. Staring, and M. A. Viergever, "Adaptive stochastic gradient descent optimisation for image registration," Int. J. Comput. Vis., vol. 81, no. 3, pp. 227-239, 2009.
2. P. Cruz, "Almost sure convergence and asymptotical normality of a generalization of Kesten's stochastic approximation algorithm for multidimensional case," Technical report, Cadernos de Matemática, Série de Investigação, Collection of University of Aveiro, DepartmentOf Mathematics, 2005. http://193.136.81.248/dspace/handle/2052/74.
3. H. Robbins and S. Monro, "A stochastic approximation method," Annals of Mathematical Statistics, vol. 22 no. 3, pp. 400-407, 1951.
4. Shi, Z. J., & Shen, J., "Step-size estimation for unconstrained optimization methods," Computational & Applied Mathematics, vol. 24, no. 3, pp. 399-416, 2005.
5. Brown, L.G., "A survey of image registration techniques," ACM Computing Surveys, vol. 24 no. 4, pp. 325-376, 1992.
6. Stefan Klein, Marius Staring, K. Murphy, Max A. Viergever, and Josien P.W. Pluim, "Elastix: A Toolbox for Intensity-Based Medical Image Registration, "IEEE Transactions on Medical Imaging, vol. 29, no.1, 2010.
7. Zitova, B. and Flusser, J., "Image registration methods: a survey," Image and Vision Computing, vol. 21, pp. 977-1000, 2003.
8. Leila M.G. Fonseca and B.S. Manjunath, "Registration Techniques for Multisensor Remotely Sensed Imagery," Photogrammetric Engineering & Remote Sensing, vol. 62, no. 9, pp. 1049-1056, 1996.
9. S. Manthira Moorthi, Raja Kayal, R. RamaKrishnan, P.K. Srivastava, "RESOURCESAT-1 LISS-4 MX bands on ground co-registration by in-flight calibration and attitude refinement," International Journal of Applied Earth Observation and Geoinformation vol. 10, no. 2, pp. 140-146, 2008.
10. ISRO, "IRS-P6 Data Users' Handbook," NRSA Report No. IRS P6/NRSA/NDC/HB-10/03, 2003.