Graduate courses

년도 학기 학수번호 과목명
2023 Fall ECE704 영상이해특론 – Syllabus  BBS
2023 Spring ECE629 랜덤신호분석 – Syllabus
2022 Fall ECE705 컴퓨터비젼특론: Transformer, BERT, GPT-3, ViT, CLIP, MixSTE, Swin, (deformable) DETR, TrackFormer, AlphaTensor
2022 Spring ECE503 패턴인식특론: Graphical neural net (node embedding, anonymous walk, messaging, invariant/equivariant, identiy aware), Word embedding, Attention for routing
2021 Fall ECE733 신호처리특론I: Machine learning with signal processing, Applied Stochastic Differential Equations (ODE, Ito calculus, FPK, filtering and smoothing, etc) by Simo Sarkka and Arno Solin
2021 Spring ECE734 신호처리특론II: Representation learning withour lables, (BiGAN, GQN, NeRF, 3D, variational inference, PIFu, SPIRAL, occupancy net, SimCLR, transformer, iGPT)
2020 Fall ECE704 영상이해특론: visual SLAM (3D photography, bundel adjustment, pose graph optimization, D3VO, Direct SLAM, virtual stereo odometry, DVSO, maginalization)
2019 Spring ECE503 패턴인식특론: Adversarial Robustness, Visualization for Machine Learning, VAE/VLAE, posterior collapse, ELBO, Probabilistic U-Net, GAN, DCGAN, Adversarial Variational Bayes, BicycleGAN, Unsupervised Deep Learning
2018 Fall ECE705 컴퓨터비젼특론: SVM, Batch normalization, Bayesian inference, Local reparameterization, Bayesian deep learning, Reinforcement learning
2018 Spring ECE733 신호처리특론I: Sampling, EM, Matrix Capsules, Reinforcement learning
2017 Fall ECE622 비선형신호처리: Generative models (VAE), RNN, Meta learning
2017 Spring ECE633 통계영상처리: CNN, RNN, Generative models, Reinforcement learning
2016 Fall ECE506 고급디지털신호처리: Machine learning and graphical models, Deep networks
2016 Spring ECE704 영상이해특론: Neural Networks for machine learning
2015 Fall ECE734 신호처리특론: Introduction to deep learning
2015 Spring ECE705 컴퓨터비젼특론: Computer vision (models, learning and inference), Part III
2014 Fall ECE622 비선형신호처리: Bayesian reasoning and machine learning, Part III
2014 Spring ECE629 랜덤신호분석: Bayesian reasoning and machine learning, Part II
2013 Fall ECE621 멀티미디어통신: Bayesian reasoning and machine learning, Part I
2013 Spring ECE733 신호처리특론 I: Computer vision (models, learning and inference), Part II
2012 Fall ECE705 Advanced Topics in Computer Vision: Computer vision (models, learning and inference), Part I
2010 Spring EKE771 신호처리특론 I
2010 Fall EKE570 고급디지털신호처리
2009 Fall EKE772 신호처리특론 Ⅱ
2008 Fall KEEE673 Pattern Recognition
2007 Spring EKE670 고급디지털영상처리
2007 Fall ITH514 멀티미디어공학
2006 Spring KEK771 신호처리특론 I
2005 Spring ERE633 고급영상처리
2005 Fall ITH514 Multimedia Engineering
2001 Spring ERE631 고급디지탈신호처리
2000 Spring GEC709 Pattern Recognition
2000 Spring ITI522 Multimedia
2000 Spring GEC308 영상처리 특수연구
2000 Fall ERE633 영상처리