Hello, I’m Taekyung Kim. My research interests lie in Anomaly Detection, Domain Generalization, Multimodal Learning, and Generative Model.

I am particularly interested in developing intelligent learning systems that can handle diverse domains and modalities, with the goal of designing robust models applicable to real-world problems.

📝 Publications

• Skip-Connected Reverse Distillation for Robust One-Class Anomaly Detection

  Eunju Park, Taekyung Kim, Minju Kim, Hojun Lee, *Gil-Jun Lee

  Accepted, Proceedings of CVPR 2025 Workshop [VAND 3.0]

  [paper] [code] [poster]

• Enhancing Visual Question Answering Performance through Question-Aware Prompt and Multilayer Co-Attention

  Taekyung Kim, EunJu Park, Jiwon Kim, Hankyeol Lee, *Yoorhim Cho

  2024 Autumn Annual Conference of IEIE, Korea – Poster

  [paper][code][poster]

• Risk Factor Detection and Path Prediction-Based Methodology for Industrial Site Hazard Forecasting

  Han Sangwon, Kim Taekyung, Han Jongwon, Ji Seungbin, *Lee Jongtae

  2024 Spring Joint Conference of KORMS and KIIE, Yeosu, Korea – Poster

  [paper] [code]

💥 Projects

• 2024.08 - current (with ETRI) : Research on reducing subject dependency through domain generalization and enhancing fine-grained details in EEG-to-image generation using diffusion models

• 2024.04 - 2024.10 : Enhancing One-Class Anomaly Detection Robustness through Reverse Knowledge Distillation with Skip Connections [code]

• 2024.03 - 2024.06 : Optimization of Signal Recovery Cycle in Emergency Vehicle Priority Signal System for Minimizing Traffic Congestion [code]

• 2024.03 - 2024.06 : Risk Factor Detection and Path Prediction-Based Methodology for Industrial Site Hazard Forecasting [code]

• 2024.01 - 2024.03 : Development of a Handwritten Signature-Based Module for Shared Kitchen Safety Management

• 2023.09 - 2023.12 : Consultation system scenario design and service implementation using AI voice bot [code]

• 2023.08 - 2023.09 : Custom Character Meme Generator using Diffusion Models [code] [project]

• 2023.01 - 2023.04 : Implementation of an image retrieval engine based on image captioning and OCR [code] [project]

🎖 Honors and Awards

• 2024.10 , Silver Award, “Optimization of Signal Recovery Cycle in Emergency Vehicle Priority Signal System for Minimizing Traffic Congestion”

  The 20th Korea University Student “Industrial Engineering” Project Competition

• 2023.12 , Excellence Award, “Consultation system scenario design and service implementation using AI voice bot”

  Dongguk University Winter ICIP Capstone Design Competition

• 2023.02 , Participation Award, “Data Analysis of Telephone Financial Fraud Status”

  Dongguk X Naver Connect Foundation Data Science Course

• 2021.12 , Excellence Award, “Art Museum Maintenance System Using Arduino”

  Dongguk University Adventure Design Competition

📖 Educations

• 2021.03 - 2025.02, Dongguk University, B.S. in Industrial Engineering and Data Science

💻 Internships

• 2024.08 - 2024.09, Visual Intelligence Lab @ ETRI
• 2023.03 - 2024.08, Industrial Artificial Intelligence (IAI) Lab @ Dongguk University