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检索条件"任意字段=IEEE Information Visualization Conference/IEEE Visualization Conference"

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SplineCam: Exact visualization and Characterization of Deep Network Geometry and Decision Boundaries

SplineCam: Exact Visualization and Characterization of Deep ...

引用

ieee/CVF conference on Computer Vision and Pattern Recognition (CVPR)

作者： Humayun, Ahmed Imtiaz Balestriero, Randall Ralakrishnan, Ouha Raraniuk, Richard Rice Univ Houston TX 77005 USA Meta AI FAIR New York NY USA

ISBN: (纸本)9798350301298

Current Deep Network (DN) visualization and interpretability methods rely heavily on data space visualizations such as scoring which dimensions of the data are responsible for their associated prediction or generating new data features or samples that best match a given DN unit or representation. In this paper, we go one step further by developing the first provably exact method for computing the geometry of a DN's mapping - including its decision boundary - over a specified region of the data space. By leveraging the theory of Continuous Piece-Wise Linear (CPWL) spline DNs, SplineCam exactly computes a DN's geometry without resorting to approximations such as sampling or architecture simplification. SplineCam applies to any DN architecture based on CPWL activation nonlinearities, including (leaky) ReLU, absolute value, maxout, and max-pooling and can also be applied to regression DNs such as implicit neural representations. Beyond decision boundary visualization and characterization, SplineCam enables one to compare architectures, measure generalizability, and sample from the decision boundary on or off the data manifold. Project website: ***/splinecam.

关键词： Computer vision theory

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AppMAIS Simple Data visualization App

AppMAIS Simple Data Visualization App

引用

ieee SoutheastCon conference

作者： Richardson, Logan Campell, Christopher Tashakkori, Rahman O'Brien, Will Davis, Sarah Elizabeth Appalachian State Univ Boone NC 28608 USA

ISBN: (纸本)9781665476119

Due to the fact that a large number of honey bee hives have been lost in recent years, there have been some efforts to collect various data to assist with monitoring the hives and determine their health status. The Appalachian Multi-purpose Apiary Informatics Systems (AppMAIS) was funded by the North Carolina General Assembly in 2020 to establish a collaborative research project to monitor the health of honey bee hives. The AppMAIS Simple Data visualization App greatly increases our ability to analyze data, detect patterns, and train our ML swarm-like detection models. The app utilizes tooltips, hyperlinking, and highlight functionalities to significantly improve the efficiency of data analysis.

关键词： Precision apiculture Data visualization Swarm detection Robbery Dash

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Design of 5G NR-V2X DB Analysis Software

Design of 5G NR-V2X DB Analysis Software

引用

2024 International conference on Electronics, information, and Communication, ICEIC 2024

作者： Lee, Jimin Lim, Kitaeg Yoon, Sanghun Jang, Seonghyun An, Byoungman Mobility Platform Research Center Korea Electronics Technology Institute Korea Republic of

ISBN: (纸本)9798350371888

In this paper, we propose a large-capacity V2X communication data analysis and visualization tool for the development of high-safety/high-trust V2X communication systems, which are essential for Lv-4+ autonomous vehicles. Communication tests and result analysis in diverse situations should be carried out to guarantee the security of V2X communication systems and to give developers prompt and accurate feedback. In order to do this, we provided a description of a scalable message format for data collection and used a Jupyter-based software tool for data analysis and visualization. This visualization tool is expected to greatly contribute to accelerating the commercialization of autonomous vehicles by facilitating the analysis of standardized V2X data collection results in the future. © 2024 ieee.

关键词： Data visualization

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Generating Humanoid Multi-Contact through Feasibility visualization 22

Generating Humanoid Multi-Contact through Feasibility Visual...

引用

ieee-RAS 22nd International conference on Humanoid Robots (Humanoids)

作者： McCrory, Stephen Bertrand, Sylvain Mohan, Achintya Calvert, Duncan Pratt, Jerry Griffin, Robert Inst Human & Machine Cognit IHMC 40 S Alcaniz St Pensacola FL 32502 USA Univ West Florida UWF 11000 Univ Pkwy Pensacola FL 32514 USA Georgia Inst Technol North Ave Atlanta Atlanta GA 30332 USA Figure AI Inc Sunnyvale CA USA

ISBN: (纸本)9798350303278

We present a feasibility-driven teleoperation framework designed to generate humanoid multi-contact maneuvers for use in unstructured environments. Our framework is designed for motions with arbitrary contact modes and postures. The operator configures a pre-execution preview robot through contact points and kinematic tasks. A fast estimation of the preview robot's quasi-static feasibility is performed by checking contact stability and collisions along an interpolated trajectory. A visualization of Center of Mass (CoM) stability margin, based on friction and actuation constraints, is displayed and can be previewed if the operator chooses to add or remove contacts. Contact points can be placed anywhere on a mesh approximation of the robot surface, enabling motions with knee or forearm contacts. We demonstrate our approach in simulation and hardware on a NASA Valkyrie humanoid, focusing on multi-contact trajectories which are challenging to generate autonomously or through alternative teleoperation approaches.

关键词： visualization

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A Study on the Digitalization Methods, visualization Technologies and Interactive information Systems for Popularization of Tangible and Intangible Heritage 9

A Study on the Digitalization Methods, Visualization Technol...

引用

Joint 9th International conference on Digital Arts, Media and Technology with 7th ECTI Northern Section conference on Electrical, Electronics, Computer and Telecommunications Engineering, ECTI DAMT and NCON 2024

作者： Hristov, Georgi Zahariev, Plamen Georgiev, Georgi Bencheva, Nina Kinaneva, Diyana Stewart, Radovesta University of Ruse 'Angel Kanchev' Department of Telecommunications Ruse Bulgaria University 'Prof. D-r Asen Zlatarov' Department of Cst Burgas Bulgaria

ISBN: (纸本)9798350318241

Over the past thirty years, the rapid technological progress has sparked numerous breakthroughs in the area of the information and Communication Technologies. This has resulted in the creation of numerous engaging, innovative and interactive methods for visualization, promotion and presentation of the historically significant landmarks and the objects with cultural value. The use of the new technologies and solutions has provided many new opportunities and possibilities for the cultural and historical institutions, but it has also presented a new set of challenges, including the costs of the digitalization and visualisation equipment and the related software products, the need for training of the unexperienced personnel and the abundance of regulatory constraints. All of these disadvantages have contributed to the slower acceptance and the delayed introduction of the technological innovations in the museums, galleries, libraries and other cultural institutions. This paper provides an analysis on some of the most popular approaches and methods for digitalization of tangible and intangible cultural and historical heritage. It also explores the ways to utilize of the digital content for the visualization, presentation and promotion of the heritage objects and sites. © 2024 ieee.

关键词： visualization

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Understanding the NPM Dependencies Ecosystem of a Project Using Virtual Reality

Understanding the NPM Dependencies Ecosystem of a Project Us...

引用

ieee Working conference on Software visualization (VISSOFT)

作者： Moreno-Lumbreras, David Gonzalez-Barahona, Jesus M. Lanza, Michele Univ Rey Juan Carlos EIF Fuenlabrada Spain Software Inst USI REVEAL Lugano Switzerland

ISBN: (纸本)9798350308297

Modern JavaScript development relies heavily on using Node Package Manager (NPM) modules. These modules are related by dependency relationships, possibly requiring dozens or hundreds of modules to build a complete JavaScript web application. Studying dependencies, in terms of their sustainability, vulnerability, size, defects, etc., is fundamental for the deployment and maintenance of JavaScript web applications. We use a 3D metaphor based on presenting dependencies as an "elevated city", mapping both dependency relationships and characteristics of interest of each module. We developed a VR (virtual reality) scene representing the dependencies of several web applications using the elevated city metaphor, and exposed industrial experts to it to check its suitability. They explored a medium-sized project, with more than 200 dependencies, sharing their insights. The results highlight different aspects of our approach and how the combination of metrics helps experts to obtain insights from the ecosystem. The feedback shows the usefulness of the visualization to check and explore several aspects of the dependencies of an application, helping to identify problems related to maintainability, license usage, or vulnerabilities, and to design strategies to address them.

关键词： virtual reality elevated city software visualization ecosystem npm dependencies

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A visualization for Client-Server Architecture Assessement

A Visualization for Client-Server Architecture Assessement

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ieee Working conference on Software visualization (VISSOFT)

作者： Agouf, Nour Jihene Labsari, Soufyane Ducasse, Stephane Etien, Anne Anquetil, Nicolas Arolla & Univ Lille CNRS Centrale Lille INRIA Lille France Univ Lille CNRS Centrale Lille INRIAUMR CRIStAL 9189 Lille France

ISBN: (纸本)9798350308297

Maintaining large legacy systems often requires understanding their architecture. This is important since legacy system architecture decay over time and architecture violations may dramatically impact planned renovation actions. Merely reading source files is time-consuming and often highly inefficient. visualizations have been proposed as a tool to support architecture understanding. Some software architecture visualizations decompose the software system architecture into layers, components, or slices from a structural viewpoint. Such visualizations, however, do not take into account the specificities of clientserver applications. They do not help maintainers identify and understand software architecture violations. In this paper, we propose CLISERVO, a new visualization to help software maintainers detect architectural violations in client-server systems. CLISERVO classifies client-server entities into different levels of dependencies, shared entities, or ambiguous entities (e.g., entities that belong abnormally to different layers). CLISERVO identifies and presents entities in their corresponding layers from two distinct viewpoints: global overview entities and violations, i.e ambiguous entities and illegal dependencies between layers. We validated our approach on three real-world industrial projects with access to their maintainers. We report the findings of 91 ambiguous entities, 29 purportedly shared and idle entities, 24 and 82 elements defined as shared but only used by the client or server, and 12 relations violating the layered architecture.

关键词： Client-server visualization architectural violation

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Investigating Incoherent Depth Perception Features in Virtual Reality using Stereoscopic Impostor-Based Rendering

Investigating Incoherent Depth Perception Features in Virtua...

引用

ieee conference on Virtual Reality and 3D User Interfaces (VR)

作者： Waldow, Kristoffer Decker, Lukas Misiak, Martin Fuhrmann, Arnulph Roth, Daniel Latoschik, Marc Erich TH Koln Comp Graph Grp Cologne Germany FAU Erlangen Nurnberg Erlangen Germany Univ Wurzburg HCI Grp Wurzburg Germany Tech Univ Munich Klinikum Rechts Isar Orthoped & Sports Orthoped Munich Germany Univ Wurzburg HCI Grp Wurzburg Germany

ISBN: (纸本)9798350374490;9798350374506

Depth perception is essential for our daily experiences, aiding in orientation and interaction with our surroundings. Virtual Reality allows us to decouple such depth cues mainly represented through binocular disparity and motion parallax. Dealing with fully-mesh-based rendering methods these cues are not problematic as they originate from the object's underlying geometry. However, manipulating motion parallax, as seen in stereoscopic imposter-based rendering, raises multiple perceptual questions. Therefore, we conducted a user experiment to investigate how varying object sizes affect such visual errors and perceived 3-dimensionality, revealing an interestingly significant negative correlation and new assumptions about visual quality.

关键词： Human-centered computing visualization Emipirical sutdies in visualization Applied computing-Law, social and behavioral sciences Psychology

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Envisioning Individualized Fashion Remanufacturing: Empowering Non-Experts Through visualization-Enhanced Human-Multi-Robot Interaction 20

Envisioning Individualized Fashion Remanufacturing: Empoweri...

引用

20th Annual ACM/ieee International conference on Human-Robot Interaction, HRI 2025

作者： Gollob, Emanuel Bastan, Amir Braumann, Johannes Luible-Bär, Christiane University of Arts Linz Linz Austria University of Arts Linz Linz Austria

ISBN: (纸本)9798350378931

Automating apparel remanufacturing can improve textiles' ecological and societal impact, but integrating robotics into fashion is challenging due to fabric complexity. This demo presents a platform enabling non-experts to define multi-robot remanufacturing tasks through visualization-enhanced hand guiding. By leveraging collaborative automation and parametric systems, a dual-robot setup achieves precision and adaptability. Using Grasshopper for path planning and VVVV for real-time interaction, we created an intuitive, easy-to-use interface whereby real-time visualization makes advanced robotics accessible to non-experts, transforming remanufacturing processes, fostering innovation in human-robot collaboration, and ultimately advancing the fashion and textiles sector. This approach broadens participation and encourages sustainable solutions. © 2025 ieee.

关键词： Multipurpose robots

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Visualizing, Enhancing and Predicting Students' Success through ECTS Monitoring 15

Visualizing, Enhancing and Predicting Students' Success thro...

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15th ieee Global Engineering Education conference (ieee EDUCON)

作者： Kramer, Pia Bragard, Michael Ritz, Thomas Ferfer, Ute Schiffers, Tim Univ Appl Sci Aachen Fac Elect Engn & Informat Technol Eupener Str 70 D-52066 Aachen Germany Univ Appl Sci Aachen Vice Rector Res Innovat & Transfer Eupener Str 70 D-52066 Aachen Germany Univ Appl Sci Aachen Univ Planning & Governance Bayernallee 11 D-52066 Aachen Germany Univ Appl Sci Aachen Univ Planning & Governance Data Warehouse Bayernallee 11 D-52066 Aachen Germany

ISBN: (纸本)9798350394023;9798350394030

This paper serves as an introduction to the ECTS monitoring system and its potential applications in higher education. It also emphasizes the potential for ECTS monitoring to become a proactive system, supporting students by predicting academic success and identifying groups of potential dropouts for tailored support services. The use of the nearest neighbor analysis is suggested for improving data analysis and prediction accuracy.

关键词： ECTS students' success monitoring and measuring in education visualization component formatting nearest neighbor

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