Simpler Diffusion (SiD2): 1.5 FID on ImageNet512 with pixel-space diffusion

Authors: Hoogeboom, Emiel, Mensink, Thomas, Heek, Jonathan, Lamerigts, Kay, Gao, Ruiqi, Salimans, Tim

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2410.19324

Imagen 3

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

Subject Terms: Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2408.07009

Multistep Distillation of Diffusion Models via Moment Matching

Authors: Salimans, Tim, Mensink, Thomas, Heek, Jonathan, Hoogeboom, Emiel

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Neural and Evolutionary Computing

Access URL: http://arxiv.org/abs/2406.04103

On Distillation of Guided Diffusion Models

Authors: Meng, Chenlin, Rombach, Robin, Gao, Ruiqi, Kingma, Diederik, Ermon, Stefano, Ho, Jonathan, Salimans, Tim

Source: 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) CVPR Computer Vision and Pattern Recognition (CVPR), 2023 IEEE/CVF Conference on. :14297-14306 Jun, 2023

Relation: 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)

EM Distillation for One-step Diffusion Models

Authors: Xie, Sirui, Xiao, Zhisheng, Kingma, Diederik P, Hou, Tingbo, Wu, Ying Nian, Murphy, Kevin Patrick, Salimans, Tim, Poole, Ben, Gao, Ruiqi

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2405.16852

Multistep Consistency Models

Authors: Heek, Jonathan, Hoogeboom, Emiel, Salimans, Tim

Subject Terms: Computer Science - Machine Learning, Computer Science - Computer Vision and Pattern Recognition, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2403.06807

Rolling Diffusion Models

Authors: Ruhe, David, Heek, Jonathan, Salimans, Tim, Hoogeboom, Emiel

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2402.09470

Simple diffusion: End-to-end diffusion for high resolution images

Authors: Hoogeboom, Emiel, Heek, Jonathan, Salimans, Tim

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2301.11093

On Distillation of Guided Diffusion Models

Authors: Meng, Chenlin, Rombach, Robin, Gao, Ruiqi, Kingma, Diederik P., Ermon, Stefano, Ho, Jonathan, Salimans, Tim

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2210.03142

Imagen Video: High Definition Video Generation with Diffusion Models

Authors: Ho, Jonathan, Chan, William, Saharia, Chitwan, Whang, Jay, Gao, Ruiqi, Gritsenko, Alexey, Kingma, Diederik P., Poole, Ben, Norouzi, Mohammad, Fleet, David J., Salimans, Tim

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2210.02303

Blurring Diffusion Models

Authors: Hoogeboom, Emiel, Salimans, Tim

Subject Terms: Computer Science - Machine Learning, Computer Science - Computer Vision and Pattern Recognition, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2209.05557

Classifier-Free Diffusion Guidance

Authors: Ho, Jonathan, Salimans, Tim

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2207.12598

Lossy Compression with Gaussian Diffusion

Authors: Theis, Lucas, Salimans, Tim, Hoffman, Matthew D., Mentzer, Fabian

Subject Terms: Statistics - Machine Learning, Computer Science - Information Theory, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2206.08889

Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding

Authors: Saharia, Chitwan, Chan, William, Saxena, Saurabh, Li, Lala, Whang, Jay, Denton, Emily, Ghasemipour, Seyed Kamyar Seyed, Ayan, Burcu Karagol, Mahdavi, S. Sara, Lopes, Rapha Gontijo, Salimans, Tim, Ho, Jonathan, Fleet, David J, Norouzi, Mohammad

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2205.11487

Video Diffusion Models

Authors: Ho, Jonathan, Salimans, Tim, Gritsenko, Alexey, Chan, William, Norouzi, Mohammad, Fleet, David J.

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2204.03458

Progressive Distillation for Fast Sampling of Diffusion Models

Authors: Salimans, Tim, Ho, Jonathan

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2202.00512

Palette: Image-to-Image Diffusion Models

Authors: Saharia, Chitwan, Chan, William, Chang, Huiwen, Lee, Chris A., Ho, Jonathan, Salimans, Tim, Fleet, David J., Norouzi, Mohammad

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2111.05826

Autoregressive Diffusion Models

Authors: Hoogeboom, Emiel, Gritsenko, Alexey A., Bastings, Jasmijn, Poole, Ben, Berg, Rianne van den, Salimans, Tim

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2110.02037

Variational Diffusion Models

Authors: Kingma, Diederik P., Salimans, Tim, Poole, Ben, Ho, Jonathan

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2107.00630

Cascaded Diffusion Models for High Fidelity Image Generation

Authors: Ho, Jonathan, Saharia, Chitwan, Chan, William, Fleet, David J., Norouzi, Mohammad, Salimans, Tim

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2106.15282