Intelligence and Computation lab

Intelligence and Computation Lab

공지

매 학기 연구실 workshop을 개최하기로 하였습니다. ICL workshop은 학생들이 공부하고 있는 주제들을 간단히 발표하고 서로 교류하는 목적으로 이루어 지며, 연구실 학생이 아니라도 관심 있는 학생들의 참여 (수강 및 발표 참여)가 가능합니다.
대학원 학생은 함수해석학, PDE 스터디를 필수 참여해야 됩니다.

(with Prof. Changhyun Pang) An Intrinsically Stretchable Skin-Adhesive Actuator With Structurally Anisotropic Multiphase Microarchitectures, Advanced Materials. https://doi.org/10.1002/adma.202503781
(with Dr. Hyeokjoo Park) Analysis of discontinuous bubble immersed finite element methods for elliptic interface problems with nonhomogeneous interface conditions, Journal of Scientific Computing. https://link.springer.com/article/10.1007/s10915-024-02719-7
(with Dr. Hyeokjoo Park) A family of even-order edge-oriented nonconforming finite elements in 2D with efficient locally conservative flux reconstruction, Computers and Mathematics with Applications, accepted.
Physics-informed neural network for the heat equation under imperfect contact conditions and its error analysis, AIMS mathematics. https://www.aimspress.com/article/doi/10.3934/math.2025364

(with Dr. Hyeokjoo Park) Analysis of discontinuous bubble immersed finite element methods for elliptic interface problems with nonhomogeneous interface conditions, Journal of Scientific computing. https://doi.org/10.1007/s10915-024-02719-7
(with Dr. Hyeokjoo Park) Physics informed neural network based algorithm for the nonlinear Poisson-Boltzmann equation and its error analysis, Journal of Computational Physics. www.sciencedirect.com/science/article/pii/S0021999124008271

(with Do Young Kwak) Immersed finite element methods for convection diffusion equations, AIMS mathematics. https://www.aimspress.com/article/doi/10.3934/math.2023407

(with Young-Ju Lee and Ivan Ojeda-Ruiz) 2D and 3D image reconstruction from slice data based on a constrained bilateral smoothing and dynamic mode decomposition, Applied Mathematics and Computation. https://www.sciencedirect.com/science/article/pii/S0096300321009607
(with Do Young Kwak) Mixed virtual volume methods for elliptic problems, Computers & Mathematics with Applications. https://www.sciencedirect.com/science/article/pii/S0898122122001286
(with Youn Doh Ha) Two-grid based sequential peridynamic analysis method for quasi-static crack propagation, Engineering Fracture Mechanics. https://www.sciencedirect.com/science/article/pii/S0013794422002867

Invited talk (13:00~13:30)

•Dr. Hyukjoo Park (Yonsei University) : PINN for elliptic equation and its error analysis

Generation Model (13:30~14:30)

•김보규 : conditioned Variational auto encoding

•박윤준 : virtual try on

•김도훈 : image-to-image translation unconditioned generation

Language Model (14:40~16:00)

•오한샘 : GPT1 + GPT2

•정인재 : attention and transformer

•한현빈 vision transformer

Diffusion

Anomaly detection

Variational Autoencoder based Anomaly Detection using Reconstruction Probability
AnoGAN: Unsupervised Anomaly Detection with Generative Adversarial Networks
Self-Supervised Learning : Deep One-Class Classification
PatchCore : Towards Total Recall in Industrial Anomaly Detection
VT-ADL: A vision transformer network for image anomaly detection and localization
Few shot : Few-Shot One-Class Classification via Meta-Learning
AnoDDPM: Anomaly Detection with Denoising Diffusion Probabilistic Models using Simplex Noise