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Image wavelet decomposition and applicationsThe general problem of computer vision has been investigated for more that 20 years and is still one of the most challenging fields in artificial intelligence. Indeed, taking a look at the human visual system can give us an idea of the complexity of any solution to the problem of visual recognition. This general task can be decomposed into a whole hierarchy of problems ranging from pixel processing to high level segmentation and complex objects recognition. Contrasting an image at different representations provides useful information such as edges. An example of low level signal and image processing using the theory of wavelets is introduced which provides the basis for multiresolution representation. Like the human brain, we use a multiorientation process which detects features independently in different orientation sectors. So, images of the same orientation but of different resolutions are contrasted to gather information about an image. An interesting image representation using energy zero crossings is developed. This representation is shown to be experimentally complete and leads to some higher level applications such as edge and corner finding, which in turn provides two basic steps to image segmentation. The possibilities of feedback between different levels of processing are also discussed.
Document ID
19910014474
Acquisition Source
Legacy CDMS
Document Type
Contractor Report (CR)
Authors
Treil, N.
(Pennsylvania Univ. Philadelphia, PA, United States)
Mallat, S.
(Pennsylvania Univ. Philadelphia, PA, United States)
Bajcsy, R.
(Pennsylvania Univ. Philadelphia, PA, United States)
Date Acquired
September 6, 2013
Publication Date
April 1, 1989
Subject Category
Cybernetics
Report/Patent Number
MS-CIS-89-22
NAS 1.26:188217
GRASP-LAB-177
NASA-CR-188217
Report Number: MS-CIS-89-22
Report Number: NAS 1.26:188217
Report Number: GRASP-LAB-177
Report Number: NASA-CR-188217
Accession Number
91N23787
Funding Number(s)
CONTRACT_GRANT: DAAG29-84-9-0027
CONTRACT_GRANT: NAG5-1045
CONTRACT_GRANT: DAAG29-84-K-0061
CONTRACT_GRANT: NIH-NS-10939-11
CONTRACT_GRANT: NSF IRI-84-10413
CONTRACT_GRANT: F49620-85-K-0018
CONTRACT_GRANT: NSF INT-85-14199
CONTRACT_GRANT: N00014-85-K-0807
CONTRACT_GRANT: NSF MCS-81-19196
CONTRACT_GRANT: NSF DMC-85-17315
Distribution Limits
Public
Copyright
Work of the US Gov. Public Use Permitted.
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