2020
DOI: 10.3842/sigma.2020.093
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Feature Matching and Heat Flow in Centro-Affine Geometry

Abstract: In this paper, we study the differential invariants and the invariant heat flow in centro-affine geometry, proving that the latter is equivalent to the inviscid Burgers' equation. Furthermore, we apply the centro-affine invariants to develop an invariant algorithm to match features of objects appearing in images. We show that the resulting algorithm compares favorably with the widely applied scale-invariant feature transform (SIFT), speeded up robust features (SURF), and affine-SIFT (ASIFT) methods.

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Cited by 8 publications
(7 citation statements)
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“…Andrews [3] studied an affine-geometric, fourth-order parabolic evolution equation for closed convex curves in the plane and proved the evolving curve remains strictly convex while expanding to infinite size and approaching a homothetically expanding ellipse. More recently, similar results were obtained for the heat flow in centro-equi-affine geometry [52] and in centro-affine geometry [38]. Interestingly, the heat flow for the centroaffine curvature is equivalent to the well-known inviscid Burgers' equation.…”
Section: Introductionsupporting
confidence: 68%
“…Andrews [3] studied an affine-geometric, fourth-order parabolic evolution equation for closed convex curves in the plane and proved the evolving curve remains strictly convex while expanding to infinite size and approaching a homothetically expanding ellipse. More recently, similar results were obtained for the heat flow in centro-equi-affine geometry [52] and in centro-affine geometry [38]. Interestingly, the heat flow for the centroaffine curvature is equivalent to the well-known inviscid Burgers' equation.…”
Section: Introductionsupporting
confidence: 68%
“…The latter consists of the subgroup of the affine transformation group that fixes the origin, identified by the general linear group [28]. In this case, the flow (1.1) leads to the well-known inviscid Burgers equation related to the centro-affine curvature k and centro-affine arc-length s k t = kk s .…”
Section: F Xia and Yh Yumentioning
confidence: 99%
“…The latter consists of the subgroup of the affine transformation group that fixes the origin, identified by the general linear group [23]. In this case, the flow (1.1) leads to the well-known inviscid Burgers equation related to the centro-affine curvature k and centro-affine arc-length s k t = kk s .…”
Section: Introductionmentioning
confidence: 99%