Thisthesisproposesatheoreticalaswellaspracticalframeworktocombinegeometricpriorinformationtoastatistical/probabilitsticmethodologyintheinvestigationofadenoisingprobleminitsgenericformtogetherwithitsvariousapplicationsinsignal/imageanalysis.