2005 · 281 citations · 9 references
ComputingComputer ScienceComputational GeometryComputer VisionMachine VisionGeometry ProcessingImage RegistrationMulti-view GeometryObject RecognitionStereo VisionTemplate MatchingAffine-invariant MatchingCorrespondence ProblemDistortionsFeature MatchingImage MatchingRobust Similarity MeasuresStereo CorrespondenceStereo Matching
We address the problem of finding point correspondences in images by way of an approach to template matching that is robust under affine distortions. This is achieved by applying "geometric blur" to both the template and the image, resulting in a fall-off in similarity that is close to linear in the norm of the distortion between the template and the image. Results in wide baseline stereo correspondence, face detection, and feature correspondence are included.
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Normalization of cell responses in cat striate cortex
David J. Heeger · Visual Neuroscience · 1992 · 1.9K citations
Scale-space filtering: A new approach to multi-scale description
Andrew Witkin · 2005 · 1.1K citations