Self-organizing map with time-invariant learning rate and its exponential stability analysis. - Seongwon Cho; Jinwuk Seok (Neurocomputing, 1998)

Filtering condition of multi layered neural network for minimum-phase stochastic nonlinear system. - Jinwuk Seok; Jin-Won Park; Jeun-Woo Lee (ISIC, 2002)

The Analysis of a Stochastic Differential Approach for Langevine Comepetitive Learning Algorithm. - Jinwuk Seok; Jeun-Woo Lee (ICPR (2), 2002)

Hyperbolic Quotient Feature Map for Competitive Learning Neural Networks. - Jinwuk Seok; Seongwon Cho; Jaemin Kim (ISNN (1), 2006)

The differential structure of sub pixels interpolated from integer pixels using n-tab FIR filters for high definition H.264 video encoding. - Jinwuk Seok; Jeong-Woo Lee; Chang-Sik Cho (ACM Multimedia, 2006)

Fast block mode decision algorithm in H.264/AVC using a filter bank of Kalman filters for high definition encoding. - Jinwuk Seok; Jeong-Woo Lee; Chang-Sik Cho (Multim. Syst., 2008)

An efficient inter prediction mode decision method for fast motion estimation in HEVC. - Alex Lee; Dong-San Jun; Jongho Kim; Jinwuk Seok; Younhee Kim; Soon-Heung Jung; Jin Soo Choi (ICTC, 2013)

A Sample Adaptive Offset Early Termination Method for HEVC Parallel Encoding. - Younhee Kim; Jinwuk Seok; Myeong-Seok Gi; Hui Yong Kim; Jin Soo Choi (Visual Information Processing and Communication, 2016)

Effective Video Compression with two Quantization Parameters. - Jinwuk Seok; Seunghyun Cho; Hui Yong Kim; Jin Soo Choi (BMSB, 2019)

DARS: Data Augmentation using Refined Segmentation on Computer Vision Tasks. - Young Hoon Cho; Jinwuk Seok; Jeong-Si Kim (ICTC, 2021)

TRUMP: Trace Revisitation for User Mobility Prediction. - Seungyeol Lee; Young Hoon Cho; Myung-Ki Shin; Jinwuk Seok; Seung-Ik Lee (ICTC, 2021)

Quantized ADAM with Monotonically Increasing Resolution of Quantization. - Jinwuk Seok; Jeong-Si Kim (ICTC, 2021)

Stochastic Learning Equation using Monotone Increasing Resolution of Quantization. - Jinwuk Seok; Jeong-Si Kim (CoRR, 2021)

A study on deep learning-based classification for Pneumonia detection. - Seong Won Jo; Jinwuk Seok (ICTC, 2022)

Stochastic Differential Equation of the Quantization based Optimization. - Jinwuk Seok; Chang-Sik Cho (ICTC, 2022)

Quantization-Based Optimization: Alternative Stochastic Approximation of Global Optimization. - Jinwuk Seok; Chang-Sik Cho (CoRR, 2022)

Quantization-based Optimization with Perspective of Quantum Mechanics. - Jinwuk Seok; Changsik Cho (ICTC, 2023)

Stochastic Gradient Langevin Dynamics Based on Quantized Optimization. - Jinwuk Seok; Chang-Sik Cho (CoRR, 2023)

Intuitive Analysis of the Quantization-based Optimization: From Stochastic and Quantum Mechanical Perspective. - Jinwuk Seok; Changsik Cho (CoRR, 2025)