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We introduce a theoretical framework for differentiable surface evolution that allows discrete topology changes through the use of topological derivatives for variational optimization of image functionals. While prior methods for inverse…

计算机视觉与模式识别 · 计算机科学 2023-08-22 Ishit Mehta , Manmohan Chandraker , Ravi Ramamoorthi

While studying gradient dynamical systems (DSs), Morse introduced the idea of encoding the qualitative behavior of a DS into a graph. Smale later refined Morse's idea and extended it to Axiom-A diffeomorphisms on manifolds. In Smale's…

动力系统 · 数学 2025-02-25 Roberto De Leo , James A. Yorke

The paper investigates a hypothesis that our visual system groups visual cues based on how they form a surface, or more specifically triangulation derived from the visual cues. To test our hypothesis, we compare shape recognition with three…

计算机视觉与模式识别 · 计算机科学 2013-05-13 Toshiro Kubota , Jessica Ranck , Briley Acker , Herman De Haan

The quantitative characterization of the microstructure of random heterogeneous media in $d$-dimensional Euclidean space $\mathbb{R}^d$ via a variety of $n$-point correlation functions is of great importance, since the respective infinite…

软凝聚态物质 · 物理学 2018-08-07 Zheng Ma , Salvatore Torquato

Salient object detection (SOD), which aims to find the most important region of interest and segment the relevant object/item in that area, is an important yet challenging vision task. This problem is inspired by the fact that human seems…

计算机视觉与模式识别 · 计算机科学 2018-04-17 Pingping Zhang , Huchuan Lu , Chunhua Shen

The Morse-Smale complex of a function $f$ decomposes the sample space into cells where $f$ is increasing or decreasing. When applied to nonparametric density estimation and regression, it provides a way to represent, visualize, and compare…

统计理论 · 数学 2017-04-05 Yen-Chi Chen , Christopher R. Genovese , Larry Wasserman

In many image analysis problems, the contours of objects carry important statistical information about shape. Such contours are typically affected by deformation variables including scaling, translation, rotation, and reparametrization.…

统计方法学 · 统计学 2026-05-26 Issam-Ali Moindjié , Cédric Beaulac , Marie-Hélène Descary

We analyze human poses and motion by introducing three sequences of easily calculated surface descriptors that are invariant under reparametrizations and Euclidean transformations. These descriptors are obtained by associating to each…

计算几何 · 计算机科学 2021-11-30 Emery Pierson , Juan-Carlos Alvarez Paiva , Mohamed Daoudi

Human perception is structured around objects which form the basis for our higher-level cognition and impressive systematic generalization abilities. Yet most work on representation learning focuses on feature learning without even…

The Conley index of an isolated invariant set is a fundamental object in the study of dynamical systems. Here we consider smooth functions on closed submanifolds of Euclidean space and describe a framework for inferring the Conley index of…

动力系统 · 数学 2022-06-22 Ka Man Yim , Vidit Nanda

We perceive the world through images formed by scattering. The ability to interpret scattering data mathematically has opened to our scrutiny the constituents of matter, the building blocks of life, and the remotest corners of the universe.…

计算物理 · 物理学 2011-09-27 Dimitrios Giannakis , Peter Schwander , Abbas Ourmazd

Predicting the pose of objects from a single image is an important but difficult computer vision problem. Methods that predict a single point estimate do not predict the pose of objects with symmetries well and cannot represent uncertainty.…

计算机视觉与模式识别 · 计算机科学 2023-02-28 David M. Klee , Ondrej Biza , Robert Platt , Robin Walters

The texture is defined as spatial structure of the intensities of the pixels in an image that is repeated periodically in the whole image or regions, and makes the concept of the image. Texture, color and shape are three main components…

图像与视频处理 · 电气工程与系统科学 2022-08-04 Faeze Kiani

The past few years have witnessed increasing research interest on covariance-based feature representation. A variety of methods have been proposed to boost its efficacy, with some recent ones resorting to nonlinear kernel technique. Noting…

计算机视觉与模式识别 · 计算机科学 2016-11-29 Jianjia Zhang , Lei Wang , Luping Zhou , Wanqing Li

We present Diff3F as a simple, robust, and class-agnostic feature descriptor that can be computed for untextured input shapes (meshes or point clouds). Our method distills diffusion features from image foundational models onto input shapes.…

计算机视觉与模式识别 · 计算机科学 2024-04-04 Niladri Shekhar Dutt , Sanjeev Muralikrishnan , Niloy J. Mitra

In this paper we study the concept of characteristic numbers and Chern slopes in the context of curve configurations in the real and complex projective plane. We show that some extremal line configurations inherit the same asymptotic…

代数几何 · 数学 2023-04-20 Adam Czapliński , Piotr Pokora

Correlation functions are sensitive to the presence of a boundary. Surface modulations give rise to modified near surface correlations, which can be measured by scattering probes. To determine these correlations, we develop a perturbative…

统计力学 · 物理学 2009-10-31 Andreas Hanke , Mehran Kardar

Unlike many other works, where authors are usually focused on one or two quality criteria, the current manuscript, which is a generalization of the article [35] published in Russian, offers a multi-criteria approach to the assessment of the…

图形学 · 计算机科学 2022-02-04 Valerijan Muftejev , Rushan Ziatdinov , Rifkat Nabiyev

We define a new topological invariant of line arrangements in the complex projective plane. This invariant is a root of unity defined under some combinatorial restrictions for arrangements endowed with some special torsion character on the…

几何拓扑 · 数学 2018-05-04 Enrique Artal Bartolo , Vincent Florens , Benoît Guerville-BallÉ

As a higher dimensional version of the theory of Morse functions, there have been various studies of smooth manifolds using generic smooth maps. As fundamental results, in these studies, they have found that inverse images of such maps…

代数拓扑 · 数学 2018-12-21 Naoki Kitazawa