Thispaperpresentsanovelapproachinpedestriandetectioninstaticimages.Thestate-of-artfeaturenamedHistogramsofOrientedGradients(HOG)[1]isadoptedasthebasicfeaturewhichwemodifyandcreateanewfeatureusingboostingalgorithm.ThedetectionisachievedbytrainingalinearSVMwiththeboostedHOGfeature.W