要約
テキスト プロンプトから高品質の画像を生成する潜在的な拡散モデルである Imagen 3 を紹介します。
当社の品質と責任の評価について説明します。
評価時点では、Imagen 3 が他の最先端 (SOTA) モデルよりも優先されます。
さらに、安全性と表現に関する問題や、モデルの潜在的な危害を最小限に抑えるために使用した方法についても説明します。
要約(オリジナル)
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 evaluation. In addition, we discuss issues around safety and representation, as well as methods we used to minimize the potential harm of our models.
arxiv情報
| 著者 | 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,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,Peggy Lu,Kristian Lum,Yukun Ma,Chase Malik,John Mellor,Thomas Mensink,Inbar Mosseri,Tom Murray,Aida Nematzadeh,Paul Nicholas,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,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 |
| 発行日 | 2024-12-13 13:56:20+00:00 |
| arxivサイト | arxiv_id(pdf) |
提供元, 利用サービス
arxiv.jp, Google