How can I adjust parameters for image processing algorithm in an efficient way?

How can I adjust parameters for image processing algorithm in an efficient
way?

References

Reference NO 1

http://stackoverflow.com/questions/13644010/how-can-i-adjust-parameters-for-image-processing-algorithm-in-an-efficient-way

Reference NO 2

http://en.wikipedia.org/wiki/List_of_algorithms

Reference NO 3

http://live.ece.utexas.edu/publications/2012/am_spie_2012.pdf

Reference NO 4

http://developer.apple.com/library/ios/documentation/graphicsimaging/Conceptual/CoreImaging/ci_tasks/ci_tasks.html

Reference NO 5

http://www.ams.org/samplings/feature-column/fcarc-image-compression

Reference NO 6

http://users.soe.ucsc.edu/~milanfar/publications/journal/superres_TIP.pdf

Reference NO 7

http://citeseer.uark.edu:8080/citeseerx/showciting;jsessionid=1181CCD63297E7C9327EA768BD5FC3D9?cid=8212

Reference NO 8

http://glorfindel.mavrinac.com/~aaron/school/pdf/chetverikov02_tricp.pdf