The classification of images of elementary mathematical functiongraphs presents a significant challenge in computer vision;this is due to the varied shapes and formats of each functions curves. This classification is...
详细信息
ISBN:
(纸本)9783031790287;9783031790294
The classification of images of elementary mathematical functiongraphs presents a significant challenge in computer vision;this is due to the varied shapes and formats of each functions curves. This classification is crucial for identifying functiongraphs, which have important applications in text and mathematical symbol recognition technologies, aiding visually impaired individuals by providing access to printed content. In educational environments, this identification helps obtain the analytical expression of drawn graphs, facilitating the extraction of information from educational materials. This article investigates various convolutional neural network (CNN) architectures to identify the most suitable model for classifying images of elementary mathematical functiongraphs. We compare our model with other renowned architectures, such as ResNet, MobileNet, and EfficientNet, using a custom dataset of functiongraphs. Our experiments show that the proposed architecture significantly outperforms networks of general purpose, achieving an accuracy of 98.51% in classifying elementary mathematical functiongraphs.
The Douglas-Rachford projection algorithm is an iterative method used to find a point in the intersection of closed constraint sets. The algorithm has been experimentally observed to solve various nonconvex feasibilit...
详细信息
The Douglas-Rachford projection algorithm is an iterative method used to find a point in the intersection of closed constraint sets. The algorithm has been experimentally observed to solve various nonconvex feasibility problems;an observation which current theory cannot sufficiently explain. In this paper, we prove convergence of the Douglas-Rachford algorithm in a potentially nonconvex setting. Our analysis relies on the existence of a Lyapunov-type functional whose convexity properties are not tantamount to convexity of the original constraint sets. Moreover, we provide various nonconvex examples in which our framework proves global convergence of the algorithm.
Assume that f : D-1 -> R and g : D-2 -> R are uniformly continuous functions, where D-1, D-2 C X are nonempty open and arc-connected subsets of a real normed space X. We prove that then either f and g are affine...
详细信息
Assume that f : D-1 -> R and g : D-2 -> R are uniformly continuous functions, where D-1, D-2 C X are nonempty open and arc-connected subsets of a real normed space X. We prove that then either f and g are affine functions, that is f(x) = x*(x) + a and g (x) = x*(x) + b with some x* is an element of X* and a, b is an element of R or the algebraic sum of graphs of functions f and g has a nonempty interior in a product space X x R treated as a normed space with a norm vertical bar vertical bar(x, a)vertical bar vertical bar = root vertical bar vertical bar x vertical bar vertical bar(2) + vertical bar a vertical bar(2). (c) 2005 Elsevier Inc. All rights reserved.
Recently, Li and Pott proposed a new concept of intersection distribution concerning the interaction between the graph {(x, f (x)) vertical bar x is an element of F-q } of f and the lines in the classical affine plane...
详细信息
Recently, Li and Pott proposed a new concept of intersection distribution concerning the interaction between the graph {(x, f (x)) vertical bar x is an element of F-q } of f and the lines in the classical affine plane AG(2, q). Later, Kyureghyan et al. proceeded to consider the next simplest case, and derived the intersection distribution for all degree three polynomials over F-q with q both odd and even. They also proposed several conjectures therein. In this paper, we completely solve two conjectures of Kyureghyan et al. Namely, we prove two classes of power functions having intersection distribution: v(0)(f) = q(q-1)/3, v(1)(f) = q(q+1)/2, v(2)(f) = 0, v(3)(f) = q(q-1)/6. We mainly make use of the multivariate method and a certain type of equivalence on 2-to-1 mappings. The key point of our proof is to consider the number of the solutions of some low-degree equations.
Let f: Double-struck capital R -> Double-struck capital R be a function whose graph {(x, f(x))}(x is an element of Double-struck capital R) in Double-struck capital R-2 is a rectifiable curve. It is proved that, fo...
详细信息
Let f: Double-struck capital R -> Double-struck capital R be a function whose graph {(x, f(x))}(x is an element of Double-struck capital R) in Double-struck capital R-2 is a rectifiable curve. It is proved that, for all L < infinity and e > 0, there exist points A = (a, f(a)) and B = (b, f(b)) such that the distance between A and B is greater than L and the distances from all points (x, f(x)), a <= x <= b, to the segment AB do not exceed epsilon|AB|. An example of a plane rectifiable curve for which this statement is false is given. It is shown that, given a coordinate-wise nondecreasing sequence of integer points of the plane with bounded distances between adjacent points, for any r < infinity, there exists a straight line containing at least r points of this sequence.
Abstract: Let $X$, $Y$ be Polish spaces without isolated points and $B \subseteq X \times Y$ a Borel set such that $x:{B_x}$ is nonmeager is comeager in $X$ and $y:{B^y}$ is nonmeager is comeager in $Y$. There...
详细信息
Abstract: Let $X$, $Y$ be Polish spaces without isolated points and $B \subseteq X \times Y$ a Borel set such that $x:{B_x}$ is nonmeager is comeager in $X$ and $y:{B^y}$ is nonmeager is comeager in $Y$. There is a comeager Borel $E \subseteq X$, a comeager Borel $F \subseteq Y$ and a Borel isomorphism $f$ from $E$ onto $F$ such that graph of $f \subseteq B$.
We prove that, for every n >= 2, there exists an n-point set (a plane set which hits every line in exactly n points) that is homeomorphic to the graph of a function from R to R: for n >= 4, there exist both 0-di...
详细信息
We prove that, for every n >= 2, there exists an n-point set (a plane set which hits every line in exactly n points) that is homeomorphic to the graph of a function from R to R: for n >= 4, there exist both 0-dimensional and 1-dimensional examples. This raises the question (which we do not answer) of whether n-point sets for different n's could be homeomorphic. (C) 2008 Elsevier B.V. All rights reserved.
Let F be an equicontinuous family of functions from a compact Hausdorff space to a locally compact Hausdorff uniform space. In this paper we prove that the pointwise closure of F is locally compact relative to the top...
详细信息
Let F be an equicontinuous family of functions from a compact Hausdorff space to a locally compact Hausdorff uniform space. In this paper we prove that the pointwise closure of F is locally compact relative to the topology of uniform convergence.
functions of two variables appear frequently in engineering studies. Students have particular difficulties in understanding how the graphs of these functions are. This paper presents a sequential mode to analyze and r...
详细信息
ISBN:
(纸本)9781479961115
functions of two variables appear frequently in engineering studies. Students have particular difficulties in understanding how the graphs of these functions are. This paper presents a sequential mode to analyze and reconstruct the graphical information in a function of two variables, up to display its three-dimensional image. This is done by representing the cuts of the graph of the function with a family of horizontal planes, but placing each contour line in the corresponding sectional plane. Cuts of the graph of the function with different vertical planes are also shown: those with parallel planes to the axial ones, OYZ and OXZ, and those with vertical planes through the axis OZ. The combined display of all these curves produces a much better idea of how the graph of the function under study is.
We introduce the concept of a peculiar point (of the first and second kind), which combines stability of functions around a given point on a large set in the sense of Lebesgue measure with strong chaos of a function (...
详细信息
We introduce the concept of a peculiar point (of the first and second kind), which combines stability of functions around a given point on a large set in the sense of Lebesgue measure with strong chaos of a function (in the sense of its entropy value) around this point. We prove that almost continuity of a function is equivalent to the fact that in every Gamma-neighbourhood of this function one can find a continuous function having a peculiar point either of the first or second kind.
暂无评论