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Generative AI (GenAI) is transforming creative workflows through the capability to synthesize and manipulate images via high-level prompts. Yet creatives are not well supported to receive recognition or reward for the use of their content…

计算机视觉与模式识别 · 计算机科学 2024-03-18 Vishal Asnani , John Collomosse , Tu Bui , Xiaoming Liu , Shruti Agarwal

The proliferation of generative AI has led to hyper-realistic synthetic videos, escalating misuse risks and outstripping binary real/fake detectors. We introduce SAGA (Source Attribution of Generative AI videos), the first comprehensive…

计算机视觉与模式识别 · 计算机科学 2026-04-06 Rohit Kundu , Vishal Mohanty , Hao Xiong , Shan Jia , Athula Balachandran , Amit K. Roy-Chowdhury

Generative artificial intelligence (AI) systems are trained on large data corpora to generate new pieces of text, images, videos, and other media. There is growing concern that such systems may infringe on the copyright interests of…

机器学习 · 计算机科学 2024-09-10 Jiachen T. Wang , Zhun Deng , Hiroaki Chiba-Okabe , Boaz Barak , Weijie J. Su

Generative art merges creativity with computation, using algorithms to produce aesthetic works. This paper introduces Samila, a Python-based generative art library that employs mathematical functions and randomness to create visually…

图形学 · 计算机科学 2025-04-08 Sadra Sabouri , Sepand Haghighi , Elena Masrour

The advent of Generative Artificial Intelligence (GenAI) models, including GitHub Copilot, OpenAI GPT, and Stable Diffusion, has revolutionized content creation, enabling non-professionals to produce high-quality content across various…

计算机视觉与模式识别 · 计算机科学 2024-05-08 Uri Hacohen , Adi Haviv , Shahar Sarfaty , Bruria Friedman , Niva Elkin-Koren , Roi Livni , Amit H Bermano

The rise of AI-generated music is diluting royalty pools and revealing structural flaws in existing remuneration frameworks, challenging the well-established artist compensation systems in the music industry. Existing compensation…

声音 · 计算机科学 2025-10-10 Fabio Morreale , Wiebke Hutiri , Joan Serrà , Alice Xiang , Yuki Mitsufuji

AI-generated images have become increasingly realistic and have garnered significant public attention. While synthetic images are intriguing due to their realism, they also pose an important misinformation threat. To address this new…

图像与视频处理 · 电气工程与系统科学 2023-08-23 Shengbang Fang , Tai D. Nguyen , Matthew C. Stamm

With advances in Generative Adversarial Networks (GANs) leading to dramatically-improved synthetic images and video, there is an increased need for algorithms which extend traditional forensics to this new category of imagery. While GANs…

计算机视觉与模式识别 · 计算机科学 2019-06-17 Michael Albright , Scott McCloskey

The rise of Generative AI (GenAI) has sparked significant debate over balancing the interests of creative rightsholders and AI developers. As GenAI models are trained on vast datasets that often include copyrighted material, questions…

计算机与社会 · 计算机科学 2025-06-13 Kar Balan , Andrew Gilbert , John Collomosse

The rapid advancement of generative AI has enabled the creation of highly realistic and diverse synthetic images, posing critical challenges for image provenance and misinformation detection. This underscores the urgent need for effective…

计算机视觉与模式识别 · 计算机科学 2026-05-14 Tingshu Mou , Zhipeng Wei , Chao Gong , Jingjing Chen , Xingjun Ma

With the rapid advancement of AIGC technologies, image forensics will encounter unprecedented challenges. Traditional methods are incapable of dealing with increasingly realistic images generated by rapidly evolving image generation…

计算机视觉与模式识别 · 计算机科学 2026-03-12 Hongsong Wang , Renxi Cheng , Chaolei Han , Jie Gui

The rapid rise of generative models has yielded synthetic images of striking realism, blurring the line between real and fake content. As novel models proliferate, detectors must go beyond mere fake identification to robustly generalise…

计算机视觉与模式识别 · 计算机科学 2026-03-11 Simone Bonechi , Paolo Andreini , Barbara Toniella Corradini

Recent advancements in artificial intelligence have enabled generative models to produce synthetic scientific images that are indistinguishable from pristine ones, posing a challenge even for expert scientists habituated to working with…

计算机视觉与模式识别 · 计算机科学 2024-10-07 João Phillipe Cardenuto , Sara Mandelli , Daniel Moreira , Paolo Bestagini , Edward Delp , Anderson Rocha

The rapid rise of generative AI has intensified copyright and economic tensions in creative industries, particularly in music. Current approaches addressing this challenge often focus on preventing infringement or establishing one-time…

Rapid advances in generative AI have enabled the creation of highly realistic synthetic images, which, while beneficial in many domains, also pose serious risks in terms of disinformation, fraud, and other malicious applications. Current…

计算机视觉与模式识别 · 计算机科学 2025-04-07 Aref Azizpour , Tai D. Nguyen , Matthew C. Stamm

The proliferation of generative AI systems creates unprecedented opportunities for content creation while raising critical concerns about controllability, copyright infringement, and content provenance. Current generative models operate as…

密码学与安全 · 计算机科学 2026-01-13 Haris Khan , Sadia Asif , Shumaila Asif

The advancement of visual intelligence is intrinsically tethered to the availability of large-scale data. In parallel, generative Artificial Intelligence (AI) has unlocked the potential to create synthetic images that closely resemble…

计算机视觉与模式识别 · 计算机科学 2023-10-24 Zuhao Yang , Fangneng Zhan , Kunhao Liu , Muyu Xu , Shijian Lu

Generative AI presents a profound challenge to traditional notions of human uniqueness, particularly in creativity. Fueled by neural network based foundation models, these systems demonstrate remarkable content generation capabilities,…

Generative art using Diffusion models has achieved remarkable performance in image generation and text-to-image tasks. However, the increasing demand for training data in generative art raises significant concerns about copyright…

机器学习 · 计算机科学 2024-11-07 Zhuan Shi , Yifei Song , Xiaoli Tang , Lingjuan Lyu , Boi Faltings

This paper introduces the conceptual metaphor of 'digital plastic' as a framework for understanding the implications of Generative Artificial Intelligence (GenAI) content through a multiliteracies lens, drawing parallels with the properties…

计算机与社会 · 计算机科学 2025-02-13 Jasper Roe , Leon Furze , Mike Perkins
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