no code implementations • 3 Feb 2024 • Jeonghye Kim, Suyoung Lee, Woojun Kim, Youngchul Sung
Offline reinforcement learning (RL) has seen notable advancements through return-conditioned supervised learning (RCSL) and value-based methods, yet each approach comes with its own set of practical challenges.
no code implementations • 22 Nov 2023 • JaeYoung Chung, Suyoung Lee, Hyeongjin Nam, Jaerin Lee, Kyoung Mu Lee
Specifically, we project a portion of point cloud to the desired view and provide the projection as a guidance for inpainting using the generative model.
no code implementations • 4 Oct 2023 • Jeonghye Kim, Suyoung Lee, Woojun Kim, Youngchul Sung
However, we discovered that the attention module of DT is not appropriate to capture the inherent local dependence pattern in trajectories of RL modeled as a Markov decision process.
no code implementations • 2 Jul 2021 • Younsik Kim, Dongjin Oh, Soonsang Huh, Dongjoon Song, Sunbeom Jeong, Junyoung Kwon, Minsoo Kim, Donghan Kim, Hanyoung Ryu, Jongkeun Jung, Wonshik Kyung, Byungmin Sohn, Suyoung Lee, Jounghoon Hyun, Yeonghoon Lee, Yeongkwan Kimand Changyoung Kim
In such case, the limited time available for data acquisition can be a serious constraint for experiments in which multidimensional spectral data are acquired.
no code implementations • 18 Jun 2021 • Suyoung Lee, Wonho Song, Suman Jana, Meeyoung Cha, Sooel Son
Trigger set-based watermarking schemes have gained emerging attention as they provide a means to prove ownership for deep neural network model owners.
1 code implementation • NeurIPS 2021 • Suyoung Lee, Sae-Young Chung
By training a policy on mixture tasks along with original training tasks, LDM allows the agent to prepare for unseen test tasks during training and prevents the agent from overfitting the training tasks.
no code implementations • 30 Apr 2021 • Sanghyun Son, Suyoung Lee, Seungjun Nah, Radu Timofte, Kyoung Mu Lee
Super-Resolution (SR) is a fundamental computer vision task that aims to obtain a high-resolution clean image from the given low-resolution counterpart.
no code implementations • 30 Apr 2021 • Seungjun Nah, Sanghyun Son, Suyoung Lee, Radu Timofte, Kyoung Mu Lee
In this challenge report, we describe the challenge specifics and the evaluation results from the 2 competition tracks with the proposed solutions.
no code implementations • ICCV 2021 • Myungsub Choi, Suyoung Lee, Heewon Kim, Kyoung Mu Lee
Video frame interpolation aims to synthesize accurate intermediate frames given a low-frame-rate video.
1 code implementation • 9 Nov 2020 • Suyoung Lee, Myungsub Choi, Kyoung Mu Lee
Most conventional supervised super-resolution (SR) algorithms assume that low-resolution (LR) data is obtained by downscaling high-resolution (HR) data with a fixed known kernel, but such an assumption often does not hold in real scenarios.
Ranked #7 on Video Super-Resolution on MSU Video Upscalers: Quality Enhancement (VMAF metric)
1 code implementation • 13 Jan 2020 • Suyoung Lee, HyungSeok Han, Sang Kil Cha, Sooel Son
JavaScript (JS) engine vulnerabilities pose significant security threats affecting billions of web browsers.