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Data slice finding is an emerging technique for validating machine learning (ML) models by identifying and analyzing subgroups in a dataset that exhibit poor performance, often characterized by distinct feature sets or descriptive metadata.…

计算机视觉与模式识别 · 计算机科学 2025-02-19 Xiwei Xuan , Jorge Piazentin Ono , Liang Gou , Kwan-Liu Ma , Liu Ren

Traffic Surveillance Systems (TSS) have become increasingly crucial in modern intelligent transportation systems, with vision technologies playing a central role for scene perception and understanding. While existing surveys typically focus…

计算机视觉与模式识别 · 计算机科学 2025-07-01 Wei Zhou , Li Yang , Lei Zhao , Runyu Zhang , Yifan Cui , Hongpu Huang , Kun Qie , Chen Wang

Enterprise systems are crucial for enhancing productivity and decision-making among employees and customers. Integrating LLM based systems into enterprise systems enables intelligent automation, personalized experiences, and efficient…

机器学习 · 计算机科学 2025-11-03 Harsh Vishwakarma , Ankush Agarwal , Ojas Patil , Chaitanya Devaguptapu , Mahesh Chandran

In the rapidly advancing field of conditional image generation research, challenges such as limited explainability lie in effectively evaluating the performance and capabilities of various models. This paper introduces VIEScore, a Visual…

计算机视觉与模式识别 · 计算机科学 2024-06-04 Max Ku , Dongfu Jiang , Cong Wei , Xiang Yue , Wenhu Chen

With a plethora of available classification performance measures, choosing the right metric for the right task requires careful thought. To make this decision in an informed manner, one should study and compare general properties of…

其他计算机科学 · 计算机科学 2020-07-30 Dariusz Brzezinski , Jerzy Stefanowski , Robert Susmaga , Izabela Szczęch

A typical problem in Visual Analytics is that users are highly trained experts in their application domains, but have mostly no experience in using VA systems. Thus, users often have difficulties interpreting and working with visual…

This paper proposes a visual analytics framework that addresses the complex user interactions required through a command-line interface to run analyses in distributed data analysis systems. The visual analytics framework facilitates the…

Bias in computer vision models remains a significant challenge, often resulting in unfair, unreliable, and non-generalizable AI systems. Although research into bias mitigation has intensified, progress continues to be hindered by fragmented…

计算机视觉与模式识别 · 计算机科学 2025-07-25 Ioannis Sarridis , Christos Koutlis , Symeon Papadopoulos , Christos Diou

The performance of employees in an organization is a very important issue for effective delivery and output. Various performance management systems with the aid of Information and Communication Technology (ICT) are currently being used by…

计算机与社会 · 计算机科学 2013-08-01 Nana Yaw Asabere , Nana Kwame Gyamfi

Development effort is an undeniable part of the project management which considerably influences the success of project. Inaccurate and unreliable estimation of effort can easily lead to the failure of project. Due to the special…

软件工程 · 计算机科学 2012-09-13 Elham Khatibi , Roliana Ibrahim

Frameworks such as SPACE, DevEx, and DORA established that developer productivity is inherently multidimensional, but left practitioners with a practical question: what should we measure, and how should we use it to improve? This paper…

软件工程 · 计算机科学 2026-05-07 Brian Houck , Tim Bozarth , David Liu , Dean Carignan

Instance segmentation, a cornerstone task in computer vision, has wide-ranging applications in diverse industries. The advent of deep learning and artificial intelligence has underscored the criticality of training effective models,…

计算机视觉与模式识别 · 计算机科学 2024-03-19 Chih-Chung Hsu , Chia-Ming Lee

Data visualizations are powerful tools for communicating patterns in quantitative data. Yet understanding any data visualization is no small feat -- succeeding requires jointly making sense of visual, numerical, and linguistic inputs…

人机交互 · 计算机科学 2025-05-26 Arnav Verma , Kushin Mukherjee , Christopher Potts , Elisa Kreiss , Judith E. Fan

When agents interact with people as part of a team, fairness becomes an important factor. Prior work has proposed fairness metrics based on teammates' capabilities for task allocation within human-agent teams. However, most metrics only…

人机交互 · 计算机科学 2025-05-23 Mai Lee Chang , Kim Baraka , Greg Trafton , Zach Lalu Vazhekatt , Andrea Lockerd Thomaz

Assessment of job performance, personalized health and psychometric measures are domains where data-driven and ubiquitous computing exhibits the potential of a profound impact in the future. Existing techniques use data extracted from…

Data quality assessment process is essential to ensure reliable analytical outcomes. This process depends on human supervision-driven approaches since it is impossible to determine a defect based only on data. Visualization systems belong…

数据库 · 计算机科学 2018-09-27 João Marcelo Borovina Josko , João Eduardo Ferreira

Machine learning (ML) models are constructed by expert ML practitioners using various coding languages, in which they tune and select models hyperparameters and learning algorithms for a given problem domain. They also carefully design an…

机器学习 · 计算机科学 2021-03-16 Subhajit Das , Alex Endert

Promotions are commonly used by e-commerce merchants to boost sales. The efficacy of different promotion strategies can help sellers adapt their offering to customer demand in order to survive and thrive. Current approaches to designing…

人机交互 · 计算机科学 2022-08-03 Chenyang Zhang , Xiyuan Wang , Chuyi Zhao , Yijing Ren , Tianyu Zhang , Zhenhui Peng , Xiaomeng Fan , Quan Li

Interactive video retrieval is a cooperative process between humans and retrieval systems. Large-scale evaluation campaigns, however, often overlook human factors, such as the effects of perception, attention, and memory, when assessing…

多媒体 · 计算机科学 2024-05-08 Nina Willis , Abraham Bernstein , Luca Rossetto

Performance monitoring of object detection is crucial for safety-critical applications such as autonomous vehicles that operate under varying and complex environmental conditions. Currently, object detectors are evaluated using summary…

计算机视觉与模式识别 · 计算机科学 2020-11-17 Quazi Marufur Rahman , Niko Sünderhauf , Feras Dayoub