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kkubuck/README.md

Jisang Lee

Master's Researcher · Artificial Intelligence & Media Laboratory, Hanbat National University

Computer Vision · Remote Sensing · Camouflaged Object Detection · Foundation-Model

Interested in Object Detection, Segmentation, Camouflaged Object Detection, Synthetic Aperture Radar image analysis, UAV imagery, and using Vision Foundation Models (VFMs) and Vision-Language Models (VLMs).


About

Field Information
Name Jisang Lee (이지상)
Affiliation Artificial Intelligence & Media Laboratory (AIM Lab), Hanbat National University
Role Master's Researcher
Location Daejeon, Republic of Korea

Research Interests

Direction Research Focus
Visual Recognition and Perception Object Detection, Segmentation, Camouflaged Object Detection (COD)
Aerial and Remote Sensing Vision Synthetic Aperture Radar image analysis, UAV imagery, drone-captured visual data
Foundation-Model-Driven Vision using Vision Foundation Models (VFMs) and Vision-Language Models (VLMs)

Tech Stack

Domain Stack
Languages Python
Deep Learning PyTorch
Data Science NumPy Pandas Scikit-Learn
Agentic AI Workflow Multi-domain AI-agent workflow for research coding, experiment design · cumulative token usage: approx. 12,400M tokens as of Jun. 17, 2026

Publications

Journal Publications

Year / Status Title Authors Journal Link
2026 · Minor Revision HFGF-DINOv3: High-Frequency Guided Fusion... J.S. Lee, H.W. Seo, E.K. Kim, H.E. Jang* Pattern Recognition (SCIE, Q1)
2025 Crop-Paste Data Augmentation Technique for Enhancing Object Detection Performance in Synthetic Aperture Radar Images J.S. Lee, H.W. Seo, W.J. Park, H.C. Choi, K.H. Kim, E.K. Kim, H.E. Jang* Journal of IKEEE (KCI) View
2025 Enhanced Copy-Paste Data Augmentation Using SAM for Precise Ship Detection J.H. Park, J.S. Lee, S.M. Pyo, H.E. Jang* Journal of IKEEE (KCI) View
2025 Effective Detection of Generated Images Using Fast Fourier Transform and Discrete Cosine Transform H.W. Seo, D.S. Kim, S.Y. Oh, J.S. Lee, H.E. Jang* Journal of KIISE (JOK) View
2024 Parcel-Based Crop Type Classification in UAV Imagery with SAM for Smallholder Farms J.S. Lee, H. Kim, J. Koo, H. Choi, D.Y. Jeong* Korean Journal of Remote Sensing (SCOPUS) View
2024 Effective Data Augmentations for Cross-Domain Fingerprint Recognition D.S. Kim, J.S. Lee, S.Y. Oh, H.E. Jang* Journal of Digital Forensics (KCI) View
2023 Lightweight Technique for Forged Fingerprint Detection Using Ensemble Models and Median Filters J.S. Lee, D.S. Kim, S.Y. Oh, H.E. Jang* Journal of Digital Forensics (KCI) View

Conference Proceedings and Submissions

Date / Status Title Conference Link
Jun. 2024 Data Preprocessing and Augmentation Methods for SAR to Optical Image Translation KCC 2024 View
Jun. 2024 Crop-Paste Technique for Enhancing Object Detection Performance in Synthetic Aperture KCC 2024 View
Apr. 2023 Lightweight Deep Convolutional Neural Networks for Fine-Grained Leaf Classification JCCI 2023 View
Dec. 2022 Development of Optical Character Recognition Model for Document Leak Investigation KDFS 2022 View

Research Experience

AIM Lab

Period Role Topic Details
Mar. 2025 – Present Master's Researcher Graduate Course Joined AIM Lab as a Master's student
Feb. 2025 – Oct. 2025 Collaborative Research Military AI: Zero-Shot Detection of Military Vehicles Joint Command Projects with DataMaker
May. 2023 – Jul. 2023 Collaborative Research Medical AI: X-ray Diagnosis of Newborn's dyspnea syndrome Joint research with Chungnam National University Hospital (CNUH)
May. 2022 – Feb. 2025 Undergraduate Researcher Computer Vision Research on general Computer Vision and Deep Learning

SI Analytics

Period Role Topic Details
Jul. 2024 – Sep. 2024 Research Intern Remote Sensing / UAV Vision Improved a SAM-based parcel segmentation model using drone-captured UAV imagery for segmentation and classification

Teaching Experience

Period Course Role Supervisor
Mar. 2025 – Jun. 2025 Artificial Intelligence and Applications Teaching Assistant (C.E. 3rd grade) Prof. H.E. Jang
Mar. 2024 – Jun. 2024 Artificial Intelligence and Applications Teaching Assistant (C.E. 3rd grade) Prof. H.E. Jang
Mar. 2023 – Jun. 2023 Data Structure Teaching Assistant (C.E. 2nd grade) Prof. H.E. Jang
Jan. 2023 HANBAT AI INTENSIVE COURSE Teaching Assistant Prof. H.E. Jang

Awards & Honors

Year Award Organization Link
2024 Grand Prize (대상) — 6th AI SPARK Challenge Innopolis Foundation View
2024 Gold Prize — Capstone Design Exhibition (SkyPixel) Hanbat National Univ. View
2024 Prize — Computer Engineering Portfolio Competition Hanbat National Univ. View
2023 Special Prize — SW Univ. Joint AI Competition SW Univ. Council View
2023 Best Paper (Commissioner General of the Korea Coast Guard Award) KDFS (Summer) View
2023 Best Paper (President of Society Award) KDFS (Winter) View
2023 Prize — Computer Engineering Portfolio Competition Hanbat National Univ. View
2022 Best Paper (President of Society Award) KDFS (Winter) View
2022 Special Prize — Creative Design Online Competition Nanum Tech View
2022 Award (President of SW Univ. Council Award) SW Univ. Council View
2022 Prize — Computer Engineering Portfolio Competition Hanbat National Univ. View

Competitions

Rank Competition Platform Task
1 / 141 제6회 2024 연구개발특구 AI SPARK 챌린지 AIFactory Wildfire area segmentation
5 / 542 · Top 0.9% Fake or Real: AI 생성 이미지 판별 경진대회 AI Connect Classification of images generated by generative models
17 / 227 · Top 7.4% SW중심대학 공동 AI 경진대회 2023 DACON Building segmentation from satellite imagery
8 / 77 · Top 10.3% SW중심대학 공동 AI 경진대회 2022 (Finals) DACON Optical Character Recognition (OCR)
1 / 192 SW중심대학 공동 AI 경진대회 2022 (Preliminaries) DACON Psychological trait prediction on tabular data

Certifications

Date Course / Certificate Platform Link
Feb. 2023 Sequence Models (Deep Learning Specialization) Coursera View
Feb. 2023 Convolutional Neural Networks (Deep Learning Specialization) Coursera View
Feb. 2023 Structuring Machine Learning Projects (Deep Learning Specialization) Coursera View
Feb. 2023 Improving Deep Neural Networks (Deep Learning Specialization) Coursera View
Jan. 2023 Neural Networks and Deep Learning (Deep Learning Specialization) Coursera View
Jan. 2023 LivDet 2023 Fingerprint Liveness Detection Competition (Challenge 1) LivDet View

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