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We assemble a dataset of Creative-Commons-licensed (CC) images, which we use to train a set of open diffusion models that are qualitatively competitive with Stable Diffusion 2 (SD2).
Toward a Fair Use Standard
Pierre N. Leval · 1990
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Auto-Encoding Variational Bayes
Dirk P. Kingma and Max Welling · 2014
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Microsoft coco: Common objects in context
Tsung-Yi Lin, Michael Maire, Serge Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollár, and C Lawrence Zitnick · 2014
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U-Net: Convolutional Networks for Biomedical Image Segmentation
Olaf Ronneberger, Philipp Fischer, and Thomas Brox · 2015
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Deep Unsupervised Learning using Nonequilibrium Thermodynamics
Jascha Sohl-Dickstein, Eric Weiss, Niru Maheswaranathany, and Surya Ganguli · 2015
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Jimmy Lei Ba, Jamie Ryan Kiros, and Geoffrey E Hinton · 2016
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Yfcc100m: The new data in multimedia research
Bart Thomee, David A Shamma, Gerald Friedland, Benjamin Elizalde, Karl Ni, Douglas Poland, Damian Borth, and Li-Jia Li · 2016
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Artificial Intelligence’s Fair Use Crisis
Benjamin L.W. Sobel · 2017
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Mikołaj Bińkowski, Danica J Sutherland, Michael Arbel, and Arthur Gretton · 2018
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Conceptual captions: A cleaned, hypernymed, image alt-text dataset for automatic image captioning
Piyush Sharma, Nan Ding, Sebastian Goodman, and Radu Soricut · 2018
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Group normalization
Yuxin Wu and Kaiming He · 2018
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A style-based generator architecture for generative adversarial networks
Tero Karras, Samuli Laine, and Timo Aila · 2019
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Automatic cross-replica sharding of weight update in data-parallel training
Yuanzhong Xu, HyoukJoong Lee, Dehao Chen, Hongjun Choi, Blake Hechtman, and Shibo Wang · 2020
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Extracting Training Data from Large Language Models
Nicholas Carlini, Florian Tramèr, Eric Wallace, Matthew Jagielski, Ariel Herbert-Voss, Katherine Lee, Adam Roberts, Tom Brown, Dawn Song, Úlfar Erlingsson, Alina Oprea, and Colin Raffel · 2021
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Redcaps: Web-curated image-text data created by the people, for the people
Karan Desai, Gaurav Kaul, Zubin Aysola, and Justin Johnson · 2021
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Clipscore: A reference-free evaluation metric for image captioning
Jack Hessel, Ari Holtzman, Maxwell Forbes, Ronan Le Bras, and Yejin Choi · 2021
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OpenCLIP, July 2021
Gabriel Ilharco, Mitchell Wortsman, Ross Wightman, Cade Gordon, Nicholas Carlini, Rohan Taori, Achal Dave, Vaishaal Shankar, Hongseok Namkoong, John Miller, Hannaneh Hajishirzi, Ali Farhadi, and Ludwig Schmidt · 2021
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composer
The Mosaic ML Team · 2021
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Learning Transferable Visual Models From Natural Language Supervision
Alec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh, Gabriel Goh, Sandhini Agarwal, Girish Sastry, Amanda Askell, Pamela Mishkin, Jack Clark, Gretchen Krueger, and Ilya Sutskever · 2021
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LAION-400-Million Open Dataset, 2021
Christoph Schuhmann · 2021
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LAION-5B: A New Era of Large-Scale Multi-Modal Datasets
Romain Beaumont · 2022
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Reproducible scaling laws for contrastive language-image learning, 2022
Mehdi Cherti, Romain Beaumont, Ross Wightman, Mitchell Wortsman, Gabriel Ilharco, Cade Gordon, Christoph Schuhmann, Ludwig Schmidt, and Jenia Jitsev · 2022
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FlashAttention: Fast and memory-efficient exact attention with IO-awareness
Tri Dao, Daniel Y. Fu, Stefano Ermon, Atri Rudra, and Christopher Ré · 2022
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No. 4:22-cv-06823 (N.D. Cal. November 3, 2022)
Doe 1 v. GitHub, Inc., 2022 · 2022
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The role of imagenet classes in fr \ \backslash ’echet inception distance
Tuomas Kynkäänniemi, Tero Karras, Miika Aittala, Timo Aila, and Jaakko Lehtinen · 2022
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xFormers: A modular and hackable Transformer modelling library
Benjamin Lefaudeux, Francisco Massa, Diana Liskovich, Wenhan Xiong, Vittorio Caggiano, Sean Naren, Min Xu, Jieru Hu, Marta Tintore, Susan Zhang, Patrick Labatut, and Daniel Haziza · 2022
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No. 3:23-cv-03417 (N.D. Cal. July 7, 2023)
Kadrey v. Meta Platforms, Inc., 2023 · 2023
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Ablating Concepts in Text-to-Image Diffusion Models, 2023
Nupur Kumari, Bingliang Zhang, Sheng-Yu Wang, Eli Shechtman, Richard Zhang, and Jun-Yan Zhu · 2023
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URL https://huggingface.co/datasets/laion/laion2B-en
LAION-2Ben, 2022 · 2023
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Link-Rot In Web-Sourced Multimedia Datasets
Viktor Lakic, Luca Rossetto, and Abraham Bernstein · 2023
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OBELICS: An Open Web-Scale Filtered Dataset of Interleaved Image-Text Documents, 2023
Hugo Laurençon, Lucile Saulnier, Léo Tronchon, Stas Bekman, Amanpreet Singh, Anton Lozhkov, Thomas Wang, Siddharth Karamcheti, Alexander M. Rush, Douwe Kiela, Matthieu Cord, and Victor Sanh · 2023
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How Generative AI Turns Copyright Law on its Head, 2023
Mark A. Lemley · 2023
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The Mosaic ML Team · 2022
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High-Resolution Image Synthesis with Latent Diffusion Models
Robin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser, and Björn Ommer · 2022
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Formalizing Human Ingenuity: A Quantitative Framework for Copyright Law’s Substantial Similarity
Sarah Scheffler, Eran Tromer, and Mayank Varia · 2022
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LAION-5B: An open large-scale dataset for training next generation image-text models
Christoph Schuhmann, Romain Beaumont, Richard Vencu, Cade Gordon, Ross Wightman, Mehdi Cherti, Theo Coombes, Aarush Katta, Clayton Mullis, Mitchell Wortsman, et al · 2022
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Stable Diffusion v2-base Model Card, 2022
Stability AI · 2022
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Scaling autoregressive models for content-rich text-to-image generation
Jiahui Yu, Yuanzhong Xu, Jing Yu Koh, Thang Luong, Gunjan Baid, Zirui Wang, Vijay Vasudevan, Alexander Ku, Yinfei Yang, Burcu Karagol Ayan, et al · 2022
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No. 3:23-cv-00201 (N.D. Cal. Jan. 13, 2023)
Anderson v. Stability AI, Ltd., 2023 · 2023
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Haotian Liu, Chunyuan Li, Qingyang Wu, and Yong Jae Lee · 2023
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The Telephone Game, 2019
Susan Box Mann · 2023
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Sewon Min, Suchin Gururangan, Eric Wallace, Hannaneh Hajishirzi, Noah A. Smith, and Luke Zettlemoyer · 2023
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Improving multimodal datasets with image captioning
Thao Nguyen, Samir Yitzhak Gadre, Gabriel Ilharco, Sewoong Oh, and Ludwig Schmidt · 2023
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SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis, 2023
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Copyright Safety for Generative AI
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Generative AI meets copyright
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Charles M. Schultz · 2023
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No. 3:23-cv-03223 (N.D. Cal. June 28, 2023)
Tremblay v. OpenAI, Inc., 2023 · 2023
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Getty Images is suing the creators of AI art tool Stable Diffusion for scraping its content
James Vincent · 2023
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On Provable Copyright Protection for Generative Models, 2023
Nikhil Vyas, Sham Kakade, and Boaz Barak · 2023
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Synth-ac: Enhancing audio captioning with synthetic supervision
Feiyang Xiao, Qiaoxi Zhu, Jian Guan, Xubo Liu, Haohe Liu, Kejia Zhang, and Wenwu Wang · 2023
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