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Interleaved text-and-image generation has been an intriguing research direction, where the models are required to generate both images and text pieces in an arbitrary order. Despite the emerging advancements in interleaved generation, the…

计算机视觉与模式识别 · 计算机科学 2024-10-10 Minqian Liu , Zhiyang Xu , Zihao Lin , Trevor Ashby , Joy Rimchala , Jiaxin Zhang , Lifu Huang

The integration of generative AI into developer forums like Stack Overflow presents an opportunity to enhance problem-solving by allowing users to post screenshots of code or Integrated Development Environments (IDEs) instead of traditional…

软件工程 · 计算机科学 2025-04-29 Faiz Ahmed , Xuchen Tan , Folajinmi Adewole , Suprakash Datta , Maleknaz Nayebi

The integration of generative artificial intelligence (AI) into architectural design has advanced significantly, enabling the generation of text, images, and 3D models. However, prior AI applications lack support for text-to-parametric…

人机交互 · 计算机科学 2025-05-20 Guangxi Feng , Wei Yan

Generative Adversarial Networks have been crucial in the developments made in unsupervised learning in recent times. Exemplars of image synthesis from text or other images, these networks have shown remarkable improvements over conventional…

机器学习 · 计算机科学 2019-09-02 Rohan Akut , Sumukh Marathe , Rucha Apte , Ishan Joshi , Siddhivinayak Kulkarni

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

Large-scale diffusion generative models are greatly simplifying image, video and 3D asset creation from user-provided text prompts and images. However, the challenging problem of text-to-4D dynamic 3D scene generation with diffusion…

计算机视觉与模式识别 · 计算机科学 2024-05-08 Yufeng Zheng , Xueting Li , Koki Nagano , Sifei Liu , Karsten Kreis , Otmar Hilliges , Shalini De Mello

The evolution of visual generative models has long been constrained by fragmented architectures relying on disjoint text encoders and external VAEs. In this report, we present HiDream-O1-Image, a natively unified generative foundation model…

Large language models have seen widespread adoption in math problem-solving. However, in geometry problems that usually require visual aids for better understanding, even the most advanced multi-modal models currently still face challenges…

计算机视觉与模式识别 · 计算机科学 2024-06-18 Shihao Cai , Keqin Bao , Hangyu Guo , Jizhi Zhang , Jun Song , Bo Zheng

Generative AI based on foundation models provides a first glimpse into the world represented by machines trained on vast amounts of multimodal data ingested by these models during training. If we consider the resulting models as knowledge…

计算机与社会 · 计算机科学 2024-04-12 Zilong Liu , Krzysztof Janowicz , Kitty Currier , Meilin Shi

Generative Adversarial Networks (GANs) have been extremely successful in various application domains such as computer vision, medicine, and natural language processing. Moreover, transforming an object or person to a desired shape become a…

计算机视觉与模式识别 · 计算机科学 2020-12-29 Pourya Shamsolmoali , Masoumeh Zareapoor , Eric Granger , Huiyu Zhou , Ruili Wang , M. Emre Celebi , Jie Yang

We propose a method to fuse frozen text-only large language models (LLMs) with pre-trained image encoder and decoder models, by mapping between their embedding spaces. Our model demonstrates a wide suite of multimodal capabilities: image…

计算与语言 · 计算机科学 2023-10-16 Jing Yu Koh , Daniel Fried , Ruslan Salakhutdinov

Generative Artificial Intelligence (GenAI) has emerged as a fundamental component of intelligent interactive systems, enabling the automatic generation of multimodal media content. The continuous enhancement in the quality of Artificial…

The emergence of Large Language Models (LLMs) has unified language generation tasks and revolutionized human-machine interaction. However, in the realm of image generation, a unified model capable of handling various tasks within a single…

计算机视觉与模式识别 · 计算机科学 2024-11-22 Shitao Xiao , Yueze Wang , Junjie Zhou , Huaying Yuan , Xingrun Xing , Ruiran Yan , Chaofan Li , Shuting Wang , Tiejun Huang , Zheng Liu

Automatic synthesis of realistic images from text would be interesting and useful, but current AI systems are still far from this goal. However, in recent years generic and powerful recurrent neural network architectures have been developed…

神经与进化计算 · 计算机科学 2016-06-07 Scott Reed , Zeynep Akata , Xinchen Yan , Lajanugen Logeswaran , Bernt Schiele , Honglak Lee

Recent years have seen an explosion of work and interest in text-to-3D shape generation. Much of the progress is driven by advances in 3D representations, large-scale pretraining and representation learning for text and image data enabling…

计算机视觉与模式识别 · 计算机科学 2024-03-21 Han-Hung Lee , Manolis Savva , Angel X. Chang

GPT-4o is an autoregressive omni model that accepts as input any combination of text, audio, image, and video, and generates any combination of text, audio, and image outputs. It's trained end-to-end across text, vision, and audio, meaning…

计算与语言 · 计算机科学 2024-10-29 OpenAI , : , Aaron Hurst , Adam Lerer , Adam P. Goucher , Adam Perelman , Aditya Ramesh , Aidan Clark , AJ Ostrow , Akila Welihinda , Alan Hayes , Alec Radford , Aleksander Mądry , Alex Baker-Whitcomb , Alex Beutel , Alex Borzunov , Alex Carney , Alex Chow , Alex Kirillov , Alex Nichol , Alex Paino , Alex Renzin , Alex Tachard Passos , Alexander Kirillov , Alexi Christakis , Alexis Conneau , Ali Kamali , Allan Jabri , Allison Moyer , Allison Tam , Amadou Crookes , Amin Tootoochian , Amin Tootoonchian , Ananya Kumar , Andrea Vallone , Andrej Karpathy , Andrew Braunstein , Andrew Cann , Andrew Codispoti , Andrew Galu , Andrew Kondrich , Andrew Tulloch , Andrey Mishchenko , Angela Baek , Angela Jiang , Antoine Pelisse , Antonia Woodford , Anuj Gosalia , Arka Dhar , Ashley Pantuliano , Avi Nayak , Avital Oliver , Barret Zoph , Behrooz Ghorbani , Ben Leimberger , Ben Rossen , Ben Sokolowsky , Ben Wang , Benjamin Zweig , Beth Hoover , Blake Samic , Bob McGrew , Bobby Spero , Bogo Giertler , Bowen Cheng , Brad Lightcap , Brandon Walkin , Brendan Quinn , Brian Guarraci , Brian Hsu , Bright Kellogg , Brydon Eastman , Camillo Lugaresi , Carroll Wainwright , Cary Bassin , Cary Hudson , Casey Chu , Chad Nelson , Chak Li , Chan Jun Shern , Channing Conger , Charlotte Barette , Chelsea Voss , Chen Ding , Cheng Lu , Chong Zhang , Chris Beaumont , Chris Hallacy , Chris Koch , Christian Gibson , Christina Kim , Christine Choi , Christine McLeavey , Christopher Hesse , Claudia Fischer , Clemens Winter , Coley Czarnecki , Colin Jarvis , Colin Wei , Constantin Koumouzelis , Dane Sherburn , Daniel Kappler , Daniel Levin , Daniel Levy , David Carr , David Farhi , David Mely , David Robinson , David Sasaki , Denny Jin , Dev Valladares , Dimitris Tsipras , Doug Li , Duc Phong Nguyen , Duncan Findlay , Edede Oiwoh , Edmund Wong , Ehsan Asdar , Elizabeth Proehl , Elizabeth Yang , Eric Antonow , Eric Kramer , Eric Peterson , Eric Sigler , Eric Wallace , Eugene Brevdo , Evan Mays , Farzad Khorasani , Felipe Petroski Such , Filippo Raso , Francis Zhang , Fred von Lohmann , Freddie Sulit , Gabriel Goh , Gene Oden , Geoff Salmon , Giulio Starace , Greg Brockman , Hadi Salman , Haiming Bao , Haitang Hu , Hannah Wong , Haoyu Wang , Heather Schmidt , Heather Whitney , Heewoo Jun , Hendrik Kirchner , Henrique Ponde de Oliveira Pinto , Hongyu Ren , Huiwen Chang , Hyung Won Chung , Ian Kivlichan , Ian O'Connell , Ian O'Connell , Ian Osband , Ian Silber , Ian Sohl , Ibrahim Okuyucu , Ikai Lan , Ilya Kostrikov , Ilya Sutskever , Ingmar Kanitscheider , Ishaan Gulrajani , Jacob Coxon , Jacob Menick , Jakub Pachocki , James Aung , James Betker , James Crooks , James Lennon , Jamie Kiros , Jan Leike , Jane Park , Jason Kwon , Jason Phang , Jason Teplitz , Jason Wei , Jason Wolfe , Jay Chen , Jeff Harris , Jenia Varavva , Jessica Gan Lee , Jessica Shieh , Ji Lin , Jiahui Yu , Jiayi Weng , Jie Tang , Jieqi Yu , Joanne Jang , Joaquin Quinonero Candela , Joe Beutler , Joe Landers , Joel Parish , Johannes Heidecke , John Schulman , Jonathan Lachman , Jonathan McKay , Jonathan Uesato , Jonathan Ward , Jong Wook Kim , Joost Huizinga , Jordan Sitkin , Jos Kraaijeveld , Josh Gross , Josh Kaplan , Josh Snyder , Joshua Achiam , Joy Jiao , Joyce Lee , Juntang Zhuang , Justyn Harriman , Kai Fricke , Kai Hayashi , Karan Singhal , Katy Shi , Kavin Karthik , Kayla Wood , Kendra Rimbach , Kenny Hsu , Kenny Nguyen , Keren Gu-Lemberg , Kevin Button , Kevin Liu , Kiel Howe , Krithika Muthukumar , Kyle Luther , Lama Ahmad , Larry Kai , Lauren Itow , Lauren Workman , Leher Pathak , Leo Chen , Li Jing , Lia Guy , Liam Fedus , Liang Zhou , Lien Mamitsuka , Lilian Weng , Lindsay McCallum , Lindsey Held , Long Ouyang , Louis Feuvrier , Lu Zhang , Lukas Kondraciuk , Lukasz Kaiser , Luke Hewitt , Luke Metz , Lyric Doshi , Mada Aflak , Maddie Simens , Madelaine Boyd , Madeleine Thompson , Marat Dukhan , Mark Chen , Mark Gray , Mark Hudnall , Marvin Zhang , Marwan Aljubeh , Mateusz Litwin , Matthew Zeng , Max Johnson , Maya Shetty , Mayank Gupta , Meghan Shah , Mehmet Yatbaz , Meng Jia Yang , Mengchao Zhong , Mia Glaese , Mianna Chen , Michael Janner , Michael Lampe , Michael Petrov , Michael Wu , Michele Wang , Michelle Fradin , Michelle Pokrass , Miguel Castro , Miguel Oom Temudo de Castro , Mikhail Pavlov , Miles Brundage , Miles Wang , Minal Khan , Mira Murati , Mo Bavarian , Molly Lin , Murat Yesildal , Nacho Soto , Natalia Gimelshein , Natalie Cone , Natalie Staudacher , Natalie Summers , Natan LaFontaine , Neil Chowdhury , Nick Ryder , Nick Stathas , Nick Turley , Nik Tezak , Niko Felix , Nithanth Kudige , Nitish Keskar , Noah Deutsch , Noel Bundick , Nora Puckett , Ofir Nachum , Ola Okelola , Oleg Boiko , Oleg Murk , Oliver Jaffe , Olivia Watkins , Olivier Godement , Owen Campbell-Moore , Patrick Chao , Paul McMillan , Pavel Belov , Peng Su , Peter Bak , Peter Bakkum , Peter Deng , Peter Dolan , Peter Hoeschele , Peter Welinder , Phil Tillet , Philip Pronin , Philippe Tillet , Prafulla Dhariwal , Qiming Yuan , Rachel Dias , Rachel Lim , Rahul Arora , Rajan Troll , Randall Lin , Rapha Gontijo Lopes , Raul Puri , Reah Miyara , Reimar Leike , Renaud Gaubert , Reza Zamani , Ricky Wang , Rob Donnelly , Rob Honsby , Rocky Smith , Rohan Sahai , Rohit Ramchandani , Romain Huet , Rory Carmichael , Rowan Zellers , Roy Chen , Ruby Chen , Ruslan Nigmatullin , Ryan Cheu , Saachi Jain , Sam Altman , Sam Schoenholz , Sam Toizer , Samuel Miserendino , Sandhini Agarwal , Sara Culver , Scott Ethersmith , Scott Gray , Sean Grove , Sean Metzger , Shamez Hermani , Shantanu Jain , Shengjia Zhao , Sherwin Wu , Shino Jomoto , Shirong Wu , Shuaiqi , Xia , Sonia Phene , Spencer Papay , Srinivas Narayanan , Steve Coffey , Steve Lee , Stewart Hall , Suchir Balaji , Tal Broda , Tal Stramer , Tao Xu , Tarun Gogineni , Taya Christianson , Ted Sanders , Tejal Patwardhan , Thomas Cunninghman , Thomas Degry , Thomas Dimson , Thomas Raoux , Thomas Shadwell , Tianhao Zheng , Todd Underwood , Todor Markov , Toki Sherbakov , Tom Rubin , Tom Stasi , Tomer Kaftan , Tristan Heywood , Troy Peterson , Tyce Walters , Tyna Eloundou , Valerie Qi , Veit Moeller , Vinnie Monaco , Vishal Kuo , Vlad Fomenko , Wayne Chang , Weiyi Zheng , Wenda Zhou , Wesam Manassra , Will Sheu , Wojciech Zaremba , Yash Patil , Yilei Qian , Yongjik Kim , Youlong Cheng , Yu Zhang , Yuchen He , Yuchen Zhang , Yujia Jin , Yunxing Dai , Yury Malkov

Explanatory images play a pivotal role in accessible and easy-to-read (E2R) texts. However, the images available in online databases are not tailored toward the respective texts, and the creation of customized images is expensive. In this…

计算机视觉与模式识别 · 计算机科学 2024-10-07 Miriam Anschütz , Tringa Sylaj , Georg Groh

Text-guided synthesis of images has made a giant leap towards becoming a mainstream phenomenon. With text-to-image generation systems, anybody can create digital images and artworks. This provokes the question of whether text-to-image…

人机交互 · 计算机科学 2022-11-01 Jonas Oppenlaender

How to build a good model for image generation given an abstract concept is a fundamental problem in computer vision. In this paper, we explore a generative model for the task of generating unseen images with desired features. We propose…

计算机视觉与模式识别 · 计算机科学 2018-12-21 Qiangeng Xu , Zengchang Qin , Tao Wan

Unified multimodal generation architectures that jointly produce text and images have recently emerged as a promising direction for text-to-image (T2I) synthesis. However, many existing systems rely on explicit modality switching,…