no code implementations • 29 Feb 2024 • Hany Hamed, Subin Kim, Dongyeong Kim, Jaesik Yoon, Sungjin Ahn
The proposed agent realizes a version of divide-and-conquer-like strategy in dreaming.
no code implementations • 4 Jul 2023 • Subin Kim, Kyungmin Lee, June Suk Choi, Jongheon Jeong, Kihyuk Sohn, Jinwoo Shin
Generative priors of large-scale text-to-image diffusion models enable a wide range of new generation and editing applications on diverse visual modalities.
1 code implementation • CVPR 2023 • Sihyun Yu, Kihyuk Sohn, Subin Kim, Jinwoo Shin
Specifically, PVDM is composed of two components: (a) an autoencoder that projects a given video as 2D-shaped latent vectors that factorize the complex cubic structure of video pixels and (b) a diffusion model architecture specialized for our new factorized latent space and the training/sampling procedure to synthesize videos of arbitrary length with a single model.
1 code implementation • 13 Oct 2022 • Subin Kim, Sihyun Yu, Jaeho Lee, Jinwoo Shin
Succinct representation of complex signals using coordinate-based neural representations (CNRs) has seen great progress, and several recent efforts focus on extending them for handling videos.
no code implementations • 29 Mar 2022 • HyunWook Park, Minsu Kim, Seongguk Kim, Keunwoo Kim, Haeyeon Kim, Taein Shin, Keeyoung Son, Boogyo Sim, Subin Kim, Seungtaek Jeong, Chulsoon Hwang, Joungho Kim
Therefore, without additional training, the trained network can solve new decap optimization problems.
no code implementations • 21 Feb 2022 • Heejeong Choi, Subin Kim, Pilsung Kang
Predictive coding is further introduced to encourage the model to learn the temporal dependencies of the time series.