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Neural networks are widely adopted to solve complex and challenging tasks. Especially in high-stakes decision-making, understanding their reasoning process is crucial, yet proves challenging for modern deep networks. Feature visualization…

计算机视觉与模式识别 · 计算机科学 2026-02-18 Ada Gorgun , Bernt Schiele , Jonas Fischer

Recent generalist vision-language models (VLMs) have demonstrated impressive reasoning capabilities across diverse multimodal tasks. However, these models still struggle with fine-grained object-level understanding and grounding. In terms…

计算机视觉与模式识别 · 计算机科学 2024-06-04 Timothy Ossowski , Junjie Hu

Three-dimensional (3D) recirculating flows are often interpreted qualitatively from selected streamline visualizations. In separated flows, such recirculating motion is central to the drag modulation, but the local orientation of…

流体动力学 · 物理学 2026-05-19 John Marshall Cooper , Wen Wu

We present a data-driven method for reconstructing the galactic acceleration field from phase-space measurements of stellar streams. Our approach is based on a flexible and differentiable fit to the stream in phase-space, enabling a direct…

星系天体物理 · 物理学 2023-03-31 Jacob Nibauer , Vasily Belokurov , Miles Cranmer , Jeremy Goodman , Shirley Ho

Vectors of Locally Aggregated Descriptors (VLAD) have emerged as powerful image/video representations that compete with or even outperform state-of-the-art approaches on many challenging visual recognition tasks. In this paper, we address…

计算机视觉与模式识别 · 计算机科学 2015-07-31 Mehrtash Harandi , Mathieu Salzmann , Fatih Porikli

We introduce a new technique to visualize complex flowing phenomena by using concepts from shape analysis. Our approach uses techniques that examine the intrinsic geometry of manifolds through their heat kernel, to obtain representations of…

图形学 · 计算机科学 2020-05-01 Kairong Jiang , Matthew Berger , Joshua A. Levine

We present a new procedural incompressible velocity field authoring tool, which lets users design a volumetric flow by directly specifying velocity along control curves. Our method combines the Method of Regularized Stokeslets with Galerkin…

图形学 · 计算机科学 2024-09-30 Ryusuke Sugimoto , Jeff Lait , Christopher Batty , Toshiya Hachisuka

Robust feature extraction is an integral part of scientific visualization. In unsteady vector field analysis, researchers recently directed their attention towards the computation of near-steady reference frames for vortex extraction, which…

图形学 · 计算机科学 2019-09-05 Byungsoo Kim , Tobias Günther

The family of image visibility graphs (IVGs) have been recently introduced as simple algorithms by which scalar fields can be mapped into graphs. Here we explore the usefulness of such operator in the scenario of image processing and image…

数据分析、统计与概率 · 物理学 2019-11-19 Jacopo Iacovacci , Lucas Lacasa

We propose a method to interactively control the animation of fluid elements in still images to generate cinemagraphs. Specifically, we focus on the animation of fluid elements like water, smoke, fire, which have the properties of repeating…

计算机视觉与模式识别 · 计算机科学 2023-09-26 Aniruddha Mahapatra , Kuldeep Kulkarni

We present a generalized approach to compute the shape and internal structure of two-dimensional nematic domains. By using conformal mappings, we are able to compute the director field for a given domain shape that we choose from a rich…

软凝聚态物质 · 物理学 2013-05-30 R. M. W. van Bijnen , R. H. J. Otten , P. van der Schoot

Visually impaired persons find it difficult to know about their surroundings while walking on a road. Walking sticks used by them can only give them information about the obstacles in the stick's proximity. Moreover, it is mostly effective…

计算机视觉与模式识别 · 计算机科学 2023-10-24 Shwetang Dubey , Alok Ranjan Sahoo , Pavan Chakraborty

As a core problem in computer vision, the performance of object detection has improved drastically in the past few years. Despite their impressive performance, object detectors suffer from a lack of interpretability. Visualization…

计算机视觉与模式识别 · 计算机科学 2021-06-29 Ang Cao , Justin Johnson

Machine learning methods based on statistical principles have proven highly successful in dealing with a wide variety of data analysis and analytics tasks. Traditional data models are mostly concerned with independent identically…

计算机视觉与模式识别 · 计算机科学 2020-09-02 Jun Li , Wanrong Hong , Yusheng Xiang

Recent years have produced great advances in training large, deep neural networks (DNNs), including notable successes in training convolutional neural networks (convnets) to recognize natural images. However, our understanding of how these…

计算机视觉与模式识别 · 计算机科学 2015-06-23 Jason Yosinski , Jeff Clune , Anh Nguyen , Thomas Fuchs , Hod Lipson

Time--distance inversions usually provide tomographic maps of the interesting plasma properties (we will focus on flows) at various depths. These maps however do not correspond directly to the flow field, but rather to the true flow field…

太阳与恒星天体物理 · 物理学 2017-04-12 M. Svanda , M. Kozon

Since the 1970s, analogies between laser dynamics and fluid systems have provided insight into phenomena such as chaos, multistability, and turbulence. Building on this perspective, we model the optical field as an energy fluid and…

Coherent vector beams with involved states of polarization (SOP) are widespread in the literature, having applications in laser processing, super-resolution imaging and particle trapping. We report novel vector beams obtained by…

光学 · 物理学 2015-06-23 A. Turpin , Yu. V. Loiko , A. Peinado , A. Lizana , J. Campos , T. K. Kalkandjiev , J. Mompart

Approximating PDEs on surfaces by the diffuse interface approach allows us to use standard numerical tools to solve these problems. This makes it an attractive numerical approach. We extend this approach to vector-valued surface PDEs and…

数值分析 · 数学 2023-03-14 Michael Nestler , Axel Voigt

Deep neural networks (DNNs) are widely applied for nowadays 3D surface reconstruction tasks and such methods can be further divided into two categories, which respectively warp templates explicitly by moving vertices or represent 3D…

计算机视觉与模式识别 · 计算机科学 2023-06-06 Xianghui Yang , Guosheng Lin , Zhenghao Chen , Luping Zhou