Search Results for author: Seungwoo Jeong

Found 5 papers, 1 papers with code

Deep Geometric Learning with Monotonicity Constraints for Alzheimer's Disease Progression

no code implementations5 Oct 2023 Seungwoo Jeong, Wonsik Jung, Junghyo Sohn, Heung-Il Suk

We verify our proposed method's efficacy by predicting clinical labels and cognitive scores over time in regular and irregular settings.

Behavior Tree-Based Task Planning for Multiple Mobile Robots using a Data Distribution Service

no code implementations26 Jan 2022 Seungwoo Jeong, Taekwon Ga, Inhwan Jeong, Jongeun Choi

The task planning unit assigns tasks to each robot simultaneously through a single coalesced BT.

Deep Efficient Continuous Manifold Learning for Time Series Modeling

1 code implementation3 Dec 2021 Seungwoo Jeong, Wonjun Ko, Ahmad Wisnu Mulyadi, Heung-Il Suk

Modeling non-Euclidean data is drawing extensive attention along with the unprecedented successes of deep neural networks in diverse fields.

Action Recognition Irregular Time Series +3

Medical Transformer: Universal Brain Encoder for 3D MRI Analysis

no code implementations28 Apr 2021 Eunji Jun, Seungwoo Jeong, Da-Woon Heo, Heung-Il Suk

For building a source model generally applicable to various tasks, we pre-train the model in a self-supervised learning manner for masked encoding vector prediction as a proxy task, using a large-scale normal, healthy brain magnetic resonance imaging (MRI) dataset.

Brain Tumor Segmentation Self-Supervised Learning +2

Multi-Scale Neural network for EEG Representation Learning in BCI

no code implementations2 Mar 2020 Wonjun Ko, Eunjin Jeon, Seungwoo Jeong, Heung-Il Suk

Among the various deep network architectures, convolutional neural networks have been well suited for spatio-spectral-temporal electroencephalogram signal representation learning.

Brain Computer Interface EEG +1

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