Title :
A pair of on-center and off-center filters derived from the first absolute central moment: a pair of on-center and off-center filters
Author :
Demi, M. ; Faita, F. ; Gemignani, V.
Author_Institution :
ESAOTE SpA, Florence, Italy
Abstract :
Due to the absolute value involved, the first absolute central moment can be divided into two complementary filters: a positive deviation ep and a negative deviation en. The architectures of ep and en and their responses to luminous stimuli recall the separation of the ganglion cells into on-center and off-center cells. Once ep and en are computed separately both a first derivative operator and a second derivative operator can be obtained with the same filtering stage. A ridge map similar to the ridge map provided by a GoG filter is obtained by subtracting the negative deviation en from the positive deviation ep. Instead, the sum of ep and en provides the same map which is obtained with a DoG filter.
Keywords :
filtering theory; method of moments; signal processing; absolute central moment; ganglion cells; off-center filters; on-center filters; ridge map; Computer architecture; Filtering; Filters; Gaussian processes; Image analysis; Image edge detection; Image processing; Noise reduction; Noise robustness; Physiology; early vision; edge detection; gray-level central moments;
Conference_Titel :
Image Processing, 2005. ICIP 2005. IEEE International Conference on
Print_ISBN :
0-7803-9134-9
DOI :
10.1109/ICIP.2005.1530450