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While the costs of human violence have attracted a great deal of attention from the research community, the effects of the network-on-network (NoN) violence popularised by Generative Adversarial Networks have yet to be addressed. In this…

Machine Learning · Statistics 2017-03-08 Samuel Albanie , Sébastien Ehrhardt , João F. Henriques

Text-to-image diffusion models have recently taken center stage as pivotal tools in promoting visual creativity across an array of domains such as comic book artistry, children's literature, game development, and web design. These models…

Computer Vision and Pattern Recognition · Computer Science 2024-06-06 Kiymet Akdemir , Pinar Yanardag

Diffusion models have recently demonstrated exceptional performance in image generation task. However, existing image generation methods still significantly suffer from the dilemma of image reasoning, especially in logic-centered image…

Computer Vision and Pattern Recognition · Computer Science 2025-05-29 Jiadong Pan , Zhiyuan Ma , Kaiyan Zhang , Ning Ding , Bowen Zhou

The accelerated advancement of generative AI significantly enhance the viability and effectiveness of generative regional editing methods. This evolution render the image manipulation more accessible, thereby intensifying the risk of…

Computer Vision and Pattern Recognition · Computer Science 2023-12-01 Zhihao Sun , Haipeng Fang , Xinying Zhao , Danding Wang , Juan Cao

From the last decade, researchers in the field of machine learning (ML) and assistive developmental robotics (ADR) have taken an interest in artificial empathy (AE) as a possible future paradigm for human-robot interaction (HRI). Humans…

Robotics · Computer Science 2023-10-03 Sharjeel Tahir , Syed Afaq Shah , Jumana Abu-Khalaf

Affective Computing (AC) has enabled Artificial Intelligence (AI) systems to recognise, interpret, and respond to human emotions - a capability also known as Artificial Emotional Intelligence (AEI). It is increasingly seen as an important…

Human-Computer Interaction · Computer Science 2025-08-19 Yupei Li , Qiyang Sun , Michelle Schlicher , Yee Wen Lim , Björn W. Schuller

Recent progress in generative AI, especially diffusion models, has demonstrated significant utility in text-to-image synthesis. Particularly in healthcare, these models offer immense potential in generating synthetic datasets and training…

Computer Vision and Pattern Recognition · Computer Science 2025-04-08 Yan Luo , Muhammad Osama Khan , Congcong Wen , Muhammad Muneeb Afzal , Titus Fidelis Wuermeling , Min Shi , Yu Tian , Yi Fang , Mengyu Wang

Sora is a text-to-video generative AI model, released by OpenAI in February 2024. The model is trained to generate videos of realistic or imaginative scenes from text instructions and show potential in simulating the physical world. Based…

Computer Vision and Pattern Recognition · Computer Science 2024-04-19 Yixin Liu , Kai Zhang , Yuan Li , Zhiling Yan , Chujie Gao , Ruoxi Chen , Zhengqing Yuan , Yue Huang , Hanchi Sun , Jianfeng Gao , Lifang He , Lichao Sun

Practical uses of Artificial Intelligence (AI) in the real world have demonstrated the importance of embedding moral choices into intelligent agents. They have also highlighted that defining top-down ethical constraints on AI according to…

Multiagent Systems · Computer Science 2023-08-31 Elizaveta Tennant , Stephen Hailes , Mirco Musolesi

Generative AI has significantly advanced text-driven image generation, but it still faces challenges in producing outputs that consistently align with evolving user preferences and intents, particularly in multi-turn dialogue scenarios. In…

Computer Vision and Pattern Recognition · Computer Science 2025-07-09 Kun Li , Jianhui Wang , Miao Zhang , Xueqian Wang

Generative AI, in general, and synthetic visual data generation, in specific, hold much promise for benefiting surgical training by providing photorealism to simulation environments. Current training methods primarily rely on reading…

Image and Video Processing · Electrical Eng. & Systems 2024-06-12 Ivan Iliash , Simeon Allmendinger , Felix Meissen , Niklas Kühl , Daniel Rückert

The MEDVQA-GI challenge addresses the integration of AI-driven text-to-image generative models in medical diagnostics, aiming to enhance diagnostic capabilities through synthetic image generation. Existing methods primarily focus on static…

Computer Vision and Pattern Recognition · Computer Science 2025-08-12 Ojonugwa Oluwafemi Ejiga Peter , Md Mahmudur Rahman , Fahmi Khalifa

The pervasive integration of Artificial Intelligence (AI) has introduced complex challenges in the responsibility and accountability in the event of incidents involving AI-enabled systems. The interconnectivity of these systems, ethical…

Artificial Intelligence · Computer Science 2025-09-29 Yunfei Ge , Ya-Ting Yang , Quanyan Zhu

We introduce Imagen 3, a latent diffusion model that generates high quality images from text prompts. We describe our quality and responsibility evaluations. Imagen 3 is preferred over other state-of-the-art (SOTA) models at the time of…

Computer Vision and Pattern Recognition · Computer Science 2024-12-24 Imagen-Team-Google , : , Jason Baldridge , Jakob Bauer , Mukul Bhutani , Nicole Brichtova , Andrew Bunner , Lluis Castrejon , Kelvin Chan , Yichang Chen , Sander Dieleman , Yuqing Du , Zach Eaton-Rosen , Hongliang Fei , Nando de Freitas , Yilin Gao , Evgeny Gladchenko , Sergio Gómez Colmenarejo , Mandy Guo , Alex Haig , Will Hawkins , Hexiang Hu , Huilian Huang , Tobenna Peter Igwe , Christos Kaplanis , Siavash Khodadadeh , Yelin Kim , Ksenia Konyushkova , Karol Langner , Eric Lau , Rory Lawton , Shixin Luo , Soňa Mokrá , Henna Nandwani , Yasumasa Onoe , Aäron van den Oord , Zarana Parekh , Jordi Pont-Tuset , Hang Qi , Rui Qian , Deepak Ramachandran , Poorva Rane , Abdullah Rashwan , Ali Razavi , Robert Riachi , Hansa Srinivasan , Srivatsan Srinivasan , Robin Strudel , Benigno Uria , Oliver Wang , Su Wang , Austin Waters , Chris Wolff , Auriel Wright , Zhisheng Xiao , Hao Xiong , Keyang Xu , Marc van Zee , Junlin Zhang , Katie Zhang , Wenlei Zhou , Konrad Zolna , Ola Aboubakar , Canfer Akbulut , Oscar Akerlund , Isabela Albuquerque , Nina Anderson , Marco Andreetto , Lora Aroyo , Ben Bariach , David Barker , Sherry Ben , Dana Berman , Courtney Biles , Irina Blok , Pankil Botadra , Jenny Brennan , Karla Brown , John Buckley , Rudy Bunel , Elie Bursztein , Christina Butterfield , Ben Caine , Viral Carpenter , Norman Casagrande , Ming-Wei Chang , Solomon Chang , Shamik Chaudhuri , Tony Chen , John Choi , Dmitry Churbanau , Nathan Clement , Matan Cohen , Forrester Cole , Mikhail Dektiarev , Vincent Du , Praneet Dutta , Tom Eccles , Ndidi Elue , Ashley Feden , Shlomi Fruchter , Frankie Garcia , Roopal Garg , Weina Ge , Ahmed Ghazy , Bryant Gipson , Andrew Goodman , Dawid Górny , Sven Gowal , Khyatti Gupta , Yoni Halpern , Yena Han , Susan Hao , Jamie Hayes , Jonathan Heek , Amir Hertz , Ed Hirst , Emiel Hoogeboom , Tingbo Hou , Heidi Howard , Mohamed Ibrahim , Dirichi Ike-Njoku , Joana Iljazi , Vlad Ionescu , William Isaac , Reena Jana , Gemma Jennings , Donovon Jenson , Xuhui Jia , Kerry Jones , Xiaoen Ju , Ivana Kajic , Christos Kaplanis , Burcu Karagol Ayan , Jacob Kelly , Suraj Kothawade , Christina Kouridi , Ira Ktena , Jolanda Kumakaw , Dana Kurniawan , Dmitry Lagun , Lily Lavitas , Jason Lee , Tao Li , Marco Liang , Maggie Li-Calis , Yuchi Liu , Javier Lopez Alberca , Matthieu Kim Lorrain , Peggy Lu , Kristian Lum , Yukun Ma , Chase Malik , John Mellor , Thomas Mensink , Inbar Mosseri , Tom Murray , Aida Nematzadeh , Paul Nicholas , Signe Nørly , João Gabriel Oliveira , Guillermo Ortiz-Jimenez , Michela Paganini , Tom Le Paine , Roni Paiss , Alicia Parrish , Anne Peckham , Vikas Peswani , Igor Petrovski , Tobias Pfaff , Alex Pirozhenko , Ryan Poplin , Utsav Prabhu , Yuan Qi , Matthew Rahtz , Cyrus Rashtchian , Charvi Rastogi , Amit Raul , Ali Razavi , Sylvestre-Alvise Rebuffi , Susanna Ricco , Felix Riedel , Dirk Robinson , Pankaj Rohatgi , Bill Rosgen , Sarah Rumbley , Moonkyung Ryu , Anthony Salgado , Tim Salimans , Sahil Singla , Florian Schroff , Candice Schumann , Tanmay Shah , Eleni Shaw , Gregory Shaw , Brendan Shillingford , Kaushik Shivakumar , Dennis Shtatnov , Zach Singer , Evgeny Sluzhaev , Valerii Sokolov , Thibault Sottiaux , Florian Stimberg , Brad Stone , David Stutz , Yu-Chuan Su , Eric Tabellion , Shuai Tang , David Tao , Kurt Thomas , Gregory Thornton , Andeep Toor , Cristian Udrescu , Aayush Upadhyay , Cristina Vasconcelos , Alex Vasiloff , Andrey Voynov , Amanda Walker , Luyu Wang , Miaosen Wang , Simon Wang , Stanley Wang , Qifei Wang , Yuxiao Wang , Ágoston Weisz , Olivia Wiles , Chenxia Wu , Xingyu Federico Xu , Andrew Xue , Jianbo Yang , Luo Yu , Mete Yurtoglu , Ali Zand , Han Zhang , Jiageng Zhang , Catherine Zhao , Adilet Zhaxybay , Miao Zhou , Shengqi Zhu , Zhenkai Zhu , Dawn Bloxwich , Mahyar Bordbar , Luis C. Cobo , Eli Collins , Shengyang Dai , Tulsee Doshi , Anca Dragan , Douglas Eck , Demis Hassabis , Sissie Hsiao , Tom Hume , Koray Kavukcuoglu , Helen King , Jack Krawczyk , Yeqing Li , Kathy Meier-Hellstern , Andras Orban , Yury Pinsky , Amar Subramanya , Oriol Vinyals , Ting Yu , Yori Zwols

Changing facial expressions, gestures, or background details may dramatically alter the meaning conveyed by an image. Notably, recent advances in diffusion models greatly improve the quality of image manipulation while also opening the door…

Computer Vision and Pattern Recognition · Computer Science 2025-06-13 Alex Costanzino , Woody Bayliss , Juil Sock , Marc Gorriz Blanch , Danijela Horak , Ivan Laptev , Philip Torr , Fabio Pizzati

Humans have been able to tackle biosphere complexities by acting as ecosystem engineers, profoundly changing the flows of matter, energy and information. This includes major innovations that allowed to reduce and control the impact of…

Multiagent Systems · Computer Science 2022-12-06 Martí Sánchez-Fibla , Clément Moulin-Frier , Ricard Solé

Technological developments and the impact of artificial intelligence (AI) are omnipresent themes and concerns of the present day. Much has been written on these topics but applications of quantitative models to understand the techno-social…

Physics and Society · Physics 2026-02-04 Sabin Roman , Francesco Bertolotti

In recent years, AI generated art has become very popular. From generating art works in the style of famous artists like Paul Cezanne and Claude Monet to simulating styles of art movements like Ukiyo-e, a variety of creative applications…

Computers and Society · Computer Science 2021-02-25 Ramya Srinivasan , Kanji Uchino

The increasing prevalence of image-altering filters on social media and video conferencing technologies has raised concerns about the ethical and psychological implications of using Artificial Intelligence (AI) to manipulate our perception…

Artificial Intelligence · Computer Science 2023-06-08 Nils Köbis , Philipp Lorenz-Spreen , Tamer Ajaj , Jean-Francois Bonnefon , Ralph Hertwig , Iyad Rahwan

The rapid advancement of diffusion models has significantly improved high-quality image generation, making generated content increasingly challenging to distinguish from real images and raising concerns about potential misuse. In this…

Computer Vision and Pattern Recognition · Computer Science 2025-11-04 Beilin Chu , Xuan Xu , Xin Wang , Yufei Zhang , Weike You , Linna Zhou