The Bernstein Basis and Bezier Curves Dr Scott
The Bernstein Basis and Bezier Curves Dr. Scott Schaefer 1
Problems with Interpolation 2/109
Problems with Interpolation 3/109
Bezier Curves n Polynomial curves that seek to approximate rather than to interpolate 4/109
Bernstein Polynomials Degree 1: (1 -t), t n Degree 2: (1 -t)2, 2(1 -t)t, t 2 n Degree 3: (1 -t)3, 3(1 -t)2 t, 3(1 -t)t 2, t 3 n 5/109
Bernstein Polynomials Degree 1: (1 -t), t n Degree 2: (1 -t)2, 2(1 -t)t, t 2 n Degree 3: (1 -t)3, 3(1 -t)2 t, 3(1 -t)t 2, t 3 n Degree 4: (1 -t)4, 4(1 -t)3 t, 6(1 -t)2 t 2, 4(1 -t)t 3, t 4 n 6/109
Bernstein Polynomials Degree 1: (1 -t), t n Degree 2: (1 -t)2, 2(1 -t)t, t 2 n Degree 3: (1 -t)3, 3(1 -t)2 t, 3(1 -t)t 2, t 3 n Degree 4: (1 -t)4, 4(1 -t)3 t, 6(1 -t)2 t 2, 4(1 -t)t 3, t 4 n Degree 5: (1 -t)5, 5(1 -t)4 t, 10(1 -t)3 t 2, 10(1 -t)2 t 3 , 5(1 -t)t 4, t 5 n… n Degree n: for n 7/109
Properties of Bernstein Polynomials n 8/109
Properties of Bernstein Polynomials n 9/109
Properties of Bernstein Polynomials n n 10/109
Properties of Bernstein Polynomials n n Binomial Theorem: 11/109
Properties of Bernstein Polynomials n n Binomial Theorem: 12/109
Properties of Bernstein Polynomials n n Binomial Theorem: 13/109
Properties of Bernstein Polynomials n n Binomial Theorem: 14/109
Properties of Bernstein Polynomials n n n 15/109
Properties of Bernstein Polynomials n n n 16/109
Properties of Bernstein Polynomials n n n 17/109
Properties of Bernstein Polynomials n n n 18/109
More Properties of Bernstein Polynomials n 19/109
More Properties of Bernstein Polynomials n n 20/109
More Properties of Bernstein Polynomials n n n 21/109
More Properties of Bernstein Polynomials n n 22/109
Properties of Bernstein Polynomials 23/109
Properties of Bernstein Polynomials n Base case: 24/109
Properties of Bernstein Polynomials n Base case: 25/109
Properties of Bernstein Polynomials n Base case: n Inductive Step: Assume 26/109
Properties of Bernstein Polynomials n Base case: n Inductive Step: Assume 27/109
Properties of Bernstein Polynomials n Base case: n Inductive Step: Assume 28/109
Properties of Bernstein Polynomials n Base case: n Inductive Step: Assume 29/109
Bezier Curves 30/109
Bezier Curves 31/109
Bezier Curves 32/109
Bezier Curve Properties n Interpolate end-points 33/109
Bezier Curve Properties n Interpolate end-points 34/109
Bezier Curve Properties n Interpolate end-points 35/109
Bezier Curve Properties n Interpolate end-points 36/109
Bezier Curve Properties Interpolate end-points n Tangent at end-points in direction of first/last edge n 37/109
Bezier Curve Properties Interpolate end-points n Tangent at end-points in direction of first/last edge n 38/109
Bezier Curve Properties Interpolate end-points n Tangent at end-points in direction of first/last edge n 39/109
Bezier Curve Properties Interpolate end-points n Tangent at end-points in direction of first/last edge n 40/109
Bezier Curve Properties Interpolate end-points n Tangent at end-points in direction of first/last edge n 41/109
Bezier Curve Properties Interpolate end-points n Tangent at end-points in direction of first/last edge n Another Bezier curve of vectors!!! 42/109
Bezier Curve Properties Interpolate end-points n Tangent at end-points in direction of first/last edge n 43/109
Bezier Curve Properties Interpolate end-points n Tangent at end-points in direction of first/last edge n Curve lies within the convex hull of the control points n 44/109
Bezier Curve Properties Interpolate end-points n Tangent at end-points in direction of first/last edge n Curve lies within the convex hull of the control points Bezier Lagrange n 45/109
Matrix Form of Bezier Curves 46/109
Matrix Form of Bezier Curves 47/109
Matrix Form of Bezier Curves 48/109
Matrix Form of Bezier Curves 49/109
Matrix Form of Bezier Curves Computation in monomial basis is unstable!!! Most proofs/computations are easier in Bernstein basis!!! 50/109
Change of Basis Bezier coefficients 51/109
Change of Basis Coefficients in monomial basis!!! Bezier coefficients 52/109
Change of Basis 53/109
Change of Basis 54/109
Change of Basis 55/109
Change of Basis 56/109
Change of Basis monomial coefficients 57/109
Change of Basis Coefficients in Bezier basis!!! monomial coefficients 58/109
Degree Elevation Power basis is trivial: add 0 tn+1 n What about Bezier basis? n 59/109
Degree Elevation 60/109
Degree Elevation 61/109
Degree Elevation 62/109
Degree Elevation 63/109
Degree Elevation 64/109
Degree Elevation 65/109
Degree Elevation 66/109
Degree Elevation 67/109
Degree Elevation 68/109
Degree Elevation 69/109
Degree Elevation 70/109
Pyramid Algorithms for Bezier Curves Polynomials aren’t pretty n Is there an easier way to evaluate the equation of a Bezier curve? n 71/109
Pyramid Algorithms for Bezier Curves 72/109
Pyramid Algorithms for Bezier Curves 73/109
Pyramid Algorithms for Bezier Curves 74/109
Pyramid Algorithms for Derivatives of Bezier Curves Take derivative of any level of pyramid!!! (up to constant multiple) 75/109
Pyramid Algorithms for Derivatives of Bezier Curves Take derivative of any level of pyramid!!! (up to constant multiple) 76/109
Subdividing Bezier Curves n Given a single Bezier curve, construct two smaller Bezier curves whose union is exactly the original curve 77/109
Subdividing Bezier Curves n Given a single Bezier curve, construct two smaller Bezier curves whose union is exactly the original curve 78/109
Subdividing Bezier Curves n Given a single Bezier curve, construct two smaller Bezier curves whose union is exactly the original curve 79/109
Subdividing Bezier Curves n Given a single Bezier curve, construct two smaller Bezier curves whose union is exactly the original curve 80/109
Subdividing Bezier Curves n Given a single Bezier curve, construct two smaller Bezier curves whose union is exactly the original curve 81/109
Subdividing Bezier Curves Control points for left curve!!! 82/109
Subdividing Bezier Curves Control points for right curve!!! 83/109
Subdividing Bezier Curves 84/109
Variation Diminishing n Intuitively means that the curve “wiggles” no more than its control polygon 85/109
Variation Diminishing n Intuitively means that the curve “wiggles” no more than its control polygon Lagrange Interpolation 86/109
Variation Diminishing n Intuitively means that the curve “wiggles” no more than its control polygon Bezier Curve 87/109
Variation Diminishing n For any line, the number of intersections with the control polygon is greater than or equal to the number of intersections with the curve Bezier Curve 88/109
Variation Diminishing n For any line, the number of intersections with the control polygon is greater than or equal to the number of intersections with the curve Bezier Curve 89/109
Variation Diminishing n For any line, the number of intersections with the control polygon is greater than or equal to the number of intersections with the curve Bezier Curve 90/109
Variation Diminishing n For any line, the number of intersections with the control polygon is greater than or equal to the number of intersections with the curve Bezier Curve 91/109
Variation Diminishing n For any line, the number of intersections with the control polygon is greater than or equal to the number of intersections with the curve Bezier Curve 92/109
Variation Diminishing n For any line, the number of intersections with the control polygon is greater than or equal to the number of intersections with the curve Lagrange Interpolation 93/109
Applications: Intersection n Given two Bezier curves, determine if and where they intersect 94/109
Applications: Intersection Check if convex hulls intersect n If not, return no intersection n If both convex hulls can be approximated with a straight line, intersect lines and return intersection n Otherwise subdivide and recur on subdivided pieces n 95/109
Applications: Intersection 96/109
Applications: Intersection 97/109
Applications: Intersection 98/109
Applications: Intersection 99/109
Applications: Intersection 100/109
Applications: Intersection 101/109
Applications: Intersection 102/109
Applications: Intersection 103/109
Applications: Intersection 104/109
Applications: Intersection 105/109
Applications: Intersection 106/109
Application: Font Rendering 107/109
Application: Font Rendering 108/109
Application: Vector Graphics 109/109
- Slides: 109