F. Damiani et al., A METHOD BASED ON WAVELET TRANSFORMS FOR SOURCE DETECTION IN PHOTON-COUNTING DETECTOR IMAGES .1. THEORY AND GENERAL-PROPERTIES, The Astrophysical journal, 483(1), 1997, pp. 350-369
We have developed a method based on wavelet transforms (WTs) to detect
sources in astronomical images obtained with photon-counting detector
s, such as X-ray images. The WT is a multiscale transform that is suit
able for detection and analysis of interesting image features (sources
) spanning a range of sizes. This property of the WT is particularly w
ell suited to the case in which the point-spread function is strongly
varying across the image, and it is also effective in the detection of
extended sources. The method allows one to measure source count rates
, sizes, and ellipticity, with their errors. Care has been taken in th
e assessment of thresholds for detection, in the WT space, at any desi
red confidence level, through a detailed semianalytical study of the s
tatistical properties of noise in wavelet-transformed images. The meth
od includes the use of exposure maps to handle sharp background gradie
nts produced by a nonuniform exposure across the detector, which would
otherwise yield many spurious detections. The same method is applied
to evaluate upper limits to the count rate of undetected objects in th
e field of view, allowing a sensitivity map for each observation to be
constructed.