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Evaluating Generative 3D models remains challenging due to misalignment between automated metrics and human perception of quality. Current benchmarks rely on image-based metrics that ignore 3D structure or geometric measures that fail to…

计算机视觉与模式识别 · 计算机科学 2025-06-24 Dylan Ebert

The rapid development of generative AI (GenAI) models in computer vision necessitates effective evaluation methods to ensure their quality and fairness. Existing tools primarily focus on dataset quality assurance and model explainability,…

人机交互 · 计算机科学 2024-02-07 Tica Lin , Hanspeter Pfister , Jui-Hsien Wang

Generative AI (GenAI) holds significant promise for automating everyday image editing tasks, especially following the recent release of GPT-4o on March 25, 2025. However, what subjects do people most often want edited? What kinds of editing…

计算机视觉与模式识别 · 计算机科学 2025-05-27 Mohammad Reza Taesiri , Brandon Collins , Logan Bolton , Viet Dac Lai , Franck Dernoncourt , Trung Bui , Anh Totti Nguyen

Across academia, industry, and government, there is an increasing awareness that the measurement tasks involved in evaluating generative AI (GenAI) systems are especially difficult. We argue that these measurement tasks are highly…

The rapid advancement of visual generative models necessitates efficient and reliable evaluation methods. Arena platform, which gathers user votes on model comparisons, can rank models with human preferences. However, traditional Arena…

人工智能 · 计算机科学 2025-03-18 Zhikai Li , Xuewen Liu , Dongrong Joe Fu , Jianquan Li , Qingyi Gu , Kurt Keutzer , Zhen Dong

Recent advances in generative AI have brought incredible breakthroughs in several areas, including medical imaging. These generative models have tremendous potential not only to help safely share medical data via synthetic datasets but also…

Generative artificial intelligence (GenAI) is increasingly used to support a wide range of human tasks, yet empirical evidence on its effect on creativity remains scattered. Can GenAI generate ideas that are creative? To what extent can it…

人机交互 · 计算机科学 2025-05-26 Niklas Holzner , Sebastian Maier , Stefan Feuerriegel

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…

Generative Artificial Intelligence (AI) has enabled the development of sophisticated models that are capable of producing high-caliber text, images, and other outputs through the utilization of large pre-trained models. Nevertheless,…

计算与语言 · 计算机科学 2023-02-14 Jinlan Fu , See-Kiong Ng , Zhengbao Jiang , Pengfei Liu

Generative Artificial Intelligence (GenAI) applies models and algorithms such as Large Language Model (LLM) and Foundation Model (FM) to generate new data. GenAI, as a promising approach, enables advanced capabilities in various…

分布式、并行与集群计算 · 计算机科学 2025-02-25 Mozhgan Navardi , Romina Aalishah , Yuzhe Fu , Yueqian Lin , Hai Li , Yiran Chen , Tinoosh Mohsenin

As generative AI (GenAI) is increasingly applied in persona development to represent real users, understanding the implications and limitations of this technology is essential for establishing robust practices. This scoping review analyzes…

人机交互 · 计算机科学 2026-04-20 Danial Amin , Joni Salminen , Farhan Ahmed , Sonja M. H. Tervola , Sankalp Sethi , Bernard J. Jansen

3D generation is experiencing rapid advancements, while the development of 3D evaluation has not kept pace. How to keep automatic evaluation equitably aligned with human perception has become a well-recognized challenge. Recent advances in…

计算机视觉与模式识别 · 计算机科学 2025-07-29 Yuhan Zhang , Mengchen Zhang , Tong Wu , Tengfei Wang , Gordon Wetzstein , Dahua Lin , Ziwei Liu

The evaluation of large language models is a complex task, in which several approaches have been proposed. The most common is the use of automated benchmarks in which LLMs have to answer multiple-choice questions of different topics.…

人工智能 · 计算机科学 2025-07-18 Carlos Arriaga , Gonzalo Martínez , Eneko Sendin , Javier Conde , Pedro Reviriego

Generative AI (GenAI) systems are inherently non-deterministic, producing varied outputs even for identical inputs. While this variability is central to their appeal, it challenges established HCI evaluation practices that typically assume…

人机交互 · 计算机科学 2026-01-30 Hyerim Park , Khanh Huynh , Malin Eiband , Jeremy Dillmann , Sven Mayer , Michael Sedlmair

While text-to-visual models now produce photo-realistic images and videos, they struggle with compositional text prompts involving attributes, relationships, and higher-order reasoning such as logic and comparison. In this work, we conduct…

计算机视觉与模式识别 · 计算机科学 2024-11-05 Baiqi Li , Zhiqiu Lin , Deepak Pathak , Jiayao Li , Yixin Fei , Kewen Wu , Tiffany Ling , Xide Xia , Pengchuan Zhang , Graham Neubig , Deva Ramanan

Generative Artificial Intelligence (GenAI) tools have become increasingly prevalent in software development, offering assistance to various managerial and technical project activities. Notable examples of these tools include OpenAIs…

The rapid proliferation of Generative AI necessitates rigorous documentation standards for transparency and governance. However, manual creation of Model and Data Cards is not scalable, while automated approaches lack large-scale,…

人工智能 · 计算机科学 2026-04-28 Haoxuan Zhang , Ruochi Li , Yang Zhang , Zhenni Liang , Junhua Ding , Ting Xiao , Haihua Chen

The growing capabilities of generative AI (GenAI) have begun to reshape how games are designed and developed, offering new tools for content creation, gameplay simulation, and design ideation. While prior research has explored traditional…

软件工程 · 计算机科学 2025-07-25 Xiang Echo Chen , Wenhan Zhu , Guoshuai Albert Shi , Michael W. Godfrey

The rapid advancement of visual generation models has outpaced traditional evaluation approaches, necessitating the adoption of Vision-Language Models as surrogate judges. In this work, we systematically investigate the reliability of the…

计算机视觉与模式识别 · 计算机科学 2026-02-06 Ruihang Li , Leigang Qu , Jingxu Zhang , Dongnan Gui , Mengde Xu , Xiaosong Zhang , Han Hu , Wenjie Wang , Jiaqi Wang

Generative Artificial Intelligence (GenAI) is taking the world by storm. It promises transformative opportunities for advancing and disrupting existing practices, including healthcare. From large language models (LLMs) for clinical note…

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