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We survey a number of data visualization techniques for analyzing Computer Vision (CV) datasets. These techniques help us understand properties and latent patterns in such data, by applying dataset-level analysis. We present various…

计算机视觉与模式识别 · 计算机科学 2022-04-20 Bilal Alsallakh , Pamela Bhattacharya , Vanessa Feng , Narine Kokhlikyan , Orion Reblitz-Richardson , Rahul Rajan , David Yan

Machine learning-based software vulnerability detection requires high-quality datasets, which is essential for training effective models. To address challenges related to data label quality, diversity, and comprehensiveness, we constructed…

软件工程 · 计算机科学 2025-05-14 Chaomeng Lu , Tianyu Li , Toon Dehaene , Bert Lagaisse

The CAVE-type virtual reality (VR) system was introduced for scientific visualization of large scale data in the plasma simulation community about a decade ago. Since then, we have been developing a VR visualization software, VFIVE, for…

地球物理 · 物理学 2009-11-11 Nobuaki Ohno , Akira Kageyama , Kanya Kusano

This paper describes a system to support the visual exploration of Open Data. During his/her interactive experience with the graphics, the user can easily store the current complete state of the visualization application (called a…

人机交互 · 计算机科学 2012-05-14 Benoît Otjacques , Mickaël Stefas , Maël Cornil , Fernand Feltz

IVISIT is a generic interactive visual simulation tool that is based on Python/Numpy and can be used for system simulation, parameter optimization, parameter management, and visualization of system dynamics as required, for example,for…

人机交互 · 计算机科学 2024-08-13 Andreas Knoblauch

Relational databases have limited support for data collaboration, where teams collaboratively curate and analyze large datasets. Inspired by software version control systems like git, we propose (a) a dataset version control system, giving…

Operator learning, which aims to approximate maps between infinite-dimensional function spaces, is an important area in scientific machine learning with applications across various physical domains. Here we introduce the Continuous Vision…

机器学习 · 计算机科学 2025-02-18 Sifan Wang , Jacob H Seidman , Shyam Sankaran , Hanwen Wang , George J. Pappas , Paris Perdikaris

Visual Question Answering (VQA) is a multi-modal task that involves answering questions from an input image, semantically understanding the contents of the image and answering it in natural language. Using VQA for disaster management is an…

计算机视觉与模式识别 · 计算机科学 2022-11-14 Aditya Kane , V Manushree , Sahil Khose

This tutorial gives a quick introduction to Variational Bayes (VB), also called Variational Inference or Variational Approximation, from a practical point of view. The paper covers a range of commonly used VB methods and an attempt is made…

统计计算 · 统计学 2021-03-03 Minh-Ngoc Tran , Trong-Nghia Nguyen , Viet-Hung Dao

Access to molecular and atomic data is critical for many forms of remote sensing analysis across different fields. Many atomic and molecular databases are however highly specialized for their intended application, complicating querying and…

天体物理仪器与方法 · 物理学 2018-03-28 Samuel Regandell , Thomas Marquart , Nikolai Piskunov

This article presents a newly developed Web portal called VisIVOWeb that aims to provide the astrophysical community with powerful visualization tools for large-scale data sets in the context of Web 2.0. VisIVOWeb can effectively handle…

天体物理仪器与方法 · 物理学 2015-05-28 A. Costa , U. Becciani , P. Massimino , M. Krokos , G. Caniglia , C. Gheller , A. Grillo , F. Vitello

Categorical data, wherein a numerical quantity is assigned to each category (nominal variable), are ubiquitous in data science. A palette diagram is a visualization tool for a large number of categorical datasets, each comprising several…

数据库 · 计算机科学 2020-11-05 Chihiro Noguchi , Tatsuro Kawamoto

User-generated textual contents on the Internet are often noisy, erroneous, and not in correct forms in grammar. In fact, some online users choose to express their opinions online through carefully perturbed texts, especially in…

计算与语言 · 计算机科学 2023-01-18 Thai Le , Ye Yiran , Yifan Hu , Dongwon Lee

Artificial intelligence solutions for Autonomous Vehicles (AVs) have been developed using publicly available datasets such as Argoverse, ApolloScape, Level5, and NuScenes. One major limitation of these datasets is the absence of…

计算机视觉与模式识别 · 计算机科学 2022-07-25 Mayuresh Savargaonkar , Abdallah Chehade

The proliferation of open-source scientific software for science and research presents opportunities and challenges. In this paper, we introduce the SciCat dataset -- a comprehensive collection of Free-Libre Open Source Software (FLOSS)…

软件工程 · 计算机科学 2023-12-12 Addi Malviya-Thakur , Reed Milewicz , Lavinia Paganini , Ahmed Samir Imam Mahmoud , Audris Mockus

Categorical Query Language is an open-source query and data integration scripting language that can be applied to common challenges in the field of computational science. We discuss how the structure-preserving nature of CQL data migrations…

数据库 · 计算机科学 2019-03-27 Kristopher Brown , David I. Spivak , Ryan Wisnesky

The Common Vulnerabilities and Exposures (CVEs) system is a reference method for documenting publicly known information security weaknesses and exposures. This paper presents a study of the lifetime of CVEs in software projects and the risk…

密码学与安全 · 计算机科学 2025-04-08 Piotr Przymus , Mikołaj Fejzer , Jakub Narębski , Krzysztof Stencel

Despite the popularity of information measures in analysis of probabilistic systems, proper tools for their visualization are not common. This work develops a simple matrix representation of information transfer in sequential systems,…

信息论 · 计算机科学 2024-05-28 Dor Tsur , Haim Permuter

We present deep variational canonical correlation analysis (VCCA), a deep multi-view learning model that extends the latent variable model interpretation of linear CCA to nonlinear observation models parameterized by deep neural networks.…

机器学习 · 计算机科学 2017-02-28 Weiran Wang , Xinchen Yan , Honglak Lee , Karen Livescu

We propose the task of free-form and open-ended Visual Question Answering (VQA). Given an image and a natural language question about the image, the task is to provide an accurate natural language answer. Mirroring real-world scenarios,…

计算与语言 · 计算机科学 2016-10-28 Aishwarya Agrawal , Jiasen Lu , Stanislaw Antol , Margaret Mitchell , C. Lawrence Zitnick , Dhruv Batra , Devi Parikh