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Automated image-based garbage classification is a critical component of global waste management; however, systematic benchmarks that integrate Machine Learning (ML), Deep Learning (DL), and efficient hybrid solutions remain underdeveloped.…

Computer Vision and Pattern Recognition · Computer Science 2026-05-05 Ngoc-Bao-Quang Nguyen , Tuan-Minh Do , Cong-Tam Phan , Thi-Thu-Hong Phan

This paper examines the potential for generative artificial intelligence (GenAI) to assist with internal review processes for research quality evaluations in UK higher education and particularly in preparation for the Research Excellence…

Computers and Society · Computer Science 2025-12-01 Gordon Fletcher , Saomai Vu Khan , Aldus Greenhill Fletcher

We present a full reference, perceptual image metric based on VGG-16, an artificial neural network trained on object classification. We fit the metric to a new database based on 140k unique images annotated with ground truth by human raters…

Computer Vision and Pattern Recognition · Computer Science 2018-08-02 Troy Chinen , Johannes Ballé , Chunhui Gu , Sung Jin Hwang , Sergey Ioffe , Nick Johnston , Thomas Leung , David Minnen , Sean O'Malley , Charles Rosenberg , George Toderici

High-stakes decision systems increasingly require structured justification, traceability, and auditability to ensure accountability and regulatory compliance. Formal arguments commonly used in the certification of safety-critical systems…

Artificial Intelligence · Computer Science 2026-04-07 Mahyar T. Moghaddam

Generative AI appears poised to transform white collar professions, with more than 90% of Fortune 500 companies using OpenAI's flagship GPT models, which have been characterized as "general purpose technologies" capable of effecting epochal…

Human-Computer Interaction · Computer Science 2024-05-28 Robert Wolfe , Tanushree Mitra

This paper presents a novel approach to enhance the performance of binary code comment quality classification models through the application of Generative Artificial Intelligence (AI). By leveraging the OpenAI API, a dataset comprising 1239…

Software Engineering · Computer Science 2023-10-23 Seetharam Killivalavan , Durairaj Thenmozhi

The conservation of cultural heritage increasingly relies on integrating technological innovation with domain expertise to ensure effective monitoring and predictive maintenance. This paper presents a novel framework to support the…

Machine Learning · Computer Science 2026-04-07 Carmine Valentino , Federico Pichi , Francesco Colace , Dajana Conte , Gianluigi Rozza

Result relevance scoring is critical to e-commerce search user experience. Traditional information retrieval methods focus on keyword matching and hand-crafted or counting-based numeric features, with limited understanding of item semantic…

Information Retrieval · Computer Science 2021-04-27 Yunjiang Jiang , Yue Shang , Rui Li , Wen-Yun Yang , Guoyu Tang , Chaoyi Ma , Yun Xiao , Eric Zhao

Context: Generative Artificial Intelligence (GenAI) is transforming much of software development, yet its application in software architecture is still in its infancy, and no prior study has systematically addressed the topic. Aim: We aim…

Here we present a series of artificial models - a total of four related models - based on machine learning techniques that attempt to learn from existing exhibitions which have been curated by human experts, in order to be able to do…

Machine Learning · Computer Science 2026-01-16 Eurico Covas

With recent advances in large language models (LLMs), this paper explores the potential of leveraging state-of-the-art LLMs,such as GPT-4, to transfer existing human-written properties (e.g.,those from Certora auditing reports) and…

Software Engineering · Computer Science 2024-12-09 Ye Liu , Yue Xue , Daoyuan Wu , Yuqiang Sun , Yi Li , Miaolei Shi , Yang Liu

A key aspect of technical debt (TD) management is the ability to measure the amount of principal accumulated in a system. The current literature contains an array of approaches to estimate TD principal, however, only a few of them focus…

Software Engineering · Computer Science 2023-10-18 Darius Sas , Paris Avgeriou

Historical maps contain rich geographic information about the past of a region. They are sometimes the only source of information before the availability of digital maps. Despite their valuable content, it is often challenging to access and…

Information Retrieval · Computer Science 2020-12-08 Kai Sun , Yingjie Hu , Jia Song , Yunqiang Zhu

The preservation of cultural heritage faces growing challenges from climate change, tourism pressure, and limited conservation resources. Existing monitoring solutions are often cost-prohibitive, proprietary, and inflexible, leaving many…

Computers and Society · Computer Science 2025-08-05 Juan Palomeque-Gonzalez

When an individual purchases a home, they simultaneously purchase its structural features, its accessibility to work, and the neighborhood amenities. Some amenities, such as air quality, are measurable while others, such as the prestige or…

Econometrics · Economics 2019-10-22 Stephen Law , Brooks Paige , Chris Russell

Street-level geolocalization from images is crucial for a wide range of essential applications and services, such as navigation, location-based recommendations, and urban planning. With the growing popularity of social media data and…

Computer Vision and Pattern Recognition · Computer Science 2025-09-03 Yunus Serhat Bicakci , Joseph Shingleton , Anahid Basiri

Patent landscaping is the process of identifying all patents related to a particular technological area, and is important for assessing various aspects of the intellectual property context. Traditionally, constructing patent landscapes is…

Computation and Language · Computer Science 2024-07-12 Tisa Islam Erana , Mark A. Finlayson

Researchers are constantly leveraging new forms of data with the goal of understanding how people perceive the built environment and build the collective place identity of cities. Latest advancements in generative artificial intelligence…

Machine Learning · Computer Science 2023-06-09 Kee Moon Jang , Junda Chen , Yuhao Kang , Junghwan Kim , Jinhyung Lee , Fábio Duarte

Accurate and efficient valuation of property is of utmost importance in a variety of settings, such as when securing mortgage finance to purchase a property, or where residential property taxes are set as a percentage of a property's resale…

Applications · Statistics 2023-08-16 Aoife K. Hurley , James Sweeney

Traditional methods to tackle many music information retrieval tasks typically follow a two-step architecture: feature engineering followed by a simple learning algorithm. In these "shallow" architectures, feature engineering and learning…

Sound · Computer Science 2015-11-18 Peter Li , Jiyuan Qian , Tian Wang
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