2026
Efficient and Robust Temporal Modeling for LGPR Odometry With Mamba
IEEE Access
SCIE · JCR Q2 · JIF 4.2 (2025 JCR)
Vision · Language · Intelligence
HyeonbeenLee.
M.S. Student · Computer Science and Engineering
Incheon National University
I study multimodal AI through visual perception, language understanding, and efficient neural networks.
About Me
I am an M.S. student in Computer Science and Engineering at Incheon National University. I am advised by Prof. Jangho Lee in the Visual Information Perception Laboratory. My research focuses on computer vision, multimodal agents, and lightweight neural networks.
- Computer vision
- Multimodal & vision-language agents
- Efficient neural networks
Publications.
Published work
International Journals
2025
DiffuseDesigner: Sketch-Based Controllable Clothing Image Generation
Fashion and Textiles, 12:26
SCIE · JCR Q2 · JIF 3.7 (2025 JCR)
2024
TinyCount: An Efficient Crowd Counting Network for Intelligent Surveillance
Journal of Real-Time Image Processing, 21:153
SCIE · JCR Q2 · JIF 4.9 (2025 JCR)
International Conferences
2026
Beyond Translation: Exploring LLM-based Multilingual Cognitive Behavioral Therapy
IEEE International Conference on Big Data and Smart Computing (BigComp), pp. 63–67
Domestic Conferences
2025
ATOM NPU의 비전 모델 구조별 추론 성능 비교 분석
2025 한국소프트웨어종합학술대회 논문집
2025
엣지 컴퓨팅을 위한 효율적인 SSM 기반 군중 집계
ACK 2025 학술발표대회 논문집
2025
일기 기반 공감형 정신 관리 에이전트에 관한 연구
2025 한국컴퓨터종합학술대회 논문집
2024
지능형 감시카메라에 적합한 군중 집계 모델 경량화 방안
2024 한국컴퓨터종합학술대회 논문집
Manuscripts under review
Submission venues are shown for context; these manuscripts have not been accepted.Conference years refer to the intended venue.
2027Venue year
TIVEA: Benchmarking Textual Instructions and Visual Exemplars for Multimodal GUI Agents
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2027)
2027Venue year
GarmentSense: Benchmarking VLMs on Human-Grounded Garment Perception Beyond Conventional Attributes
IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2027)
2027Venue year
Show or Shield: When Vision-Language Model Agents Choose Images, Do They Protect Visual Privacy?
IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2027)
2027Venue year
ResidentExpert-ATOM: Profile-Guided Single-NPU MoE LLM Serving via CPU–NPU Hybrid Execution
EACL 2027 Industry Track
2027Venue year
Pooling or Isolation? Performance Release Gates for Dialogue and Long-Document Serving on an AOT-Compiled NPU Stack
EACL 2027 Industry Track
2026
iMambaCount: Efficient Crowd Counting with an Inception-inspired State Space Model
ICT Express
Education.
Sep. 2025 — Present
M.S. in Computer Science and Engineering
Incheon National University · Incheon, Republic of Korea
Expected Feb. 2027
Advisor: Prof. Jangho Lee · Research topic: Multimodal Agents
Mar. 2022 — Aug. 2025
B.S. in Computer Science and Engineering
Incheon National University · Incheon, Republic of Korea
Capstone: Haru-Chaeum, a personalized AI feedback diary mobile application. Excellence Award.
Experience.
Research experience
Sep. 2023 — Present
Visual Information Perception Laboratory
Incheon National University · Undergraduate & M.S. Student Researcher
Advisor: Prof. Jangho Lee
Research in computer vision, multimodal agents, vision-language models, and lightweight neural networks. Benchmarking vision models on edge devices and AI accelerators, and multimodal agents on textual instructions, visual exemplars, and visual privacy.
R&D Projects with External Organizations
Mar. 2026 — Present
Large-Model Serving on AI Accelerators
ETRI
Developing metadata for large-model serving on AI semiconductor accelerators.
Jul. 2026
AI Music Retrieval
Kazer
Investigated AI-based music retrieval technologies and prepared an internal technical report.
Sep. — Nov. 2025
AI Semiconductor Monitoring
ETRI
Developed monitoring software for AI semiconductor accelerators.
Mar. — Dec. 2024
Virtual Try-On Simulation
MPAPA
Researched virtual clothing try-on simulation and contributed to the development of a virtual fitting system.
Teaching & academic service
Aug. 2026 — Present
Student AI Leader
AI/SW Education Center · Incheon National University
Support practical use of generative AI among students and staff. Coordinate regular meetings, student AI activities, and hackathon assignments, and facilitate collaboration with faculty.
2024 — 2026
Teaching Assistant
Incheon National University
- Spring 2026 — Data Mining
- Fall 2025 — Computer Vision
- Spring 2025 — Data Programming
- Fall 2024 — Computer Vision
- Spring 2024 — Data Programming
Awards & honors
2026
2nd Place · Multimodal AI Bias Challenge (opens in new tab)
Sungkyunkwan University / DACON
Developed a multimodal image-text question-answering model designed to make accurate predictions while avoiding unsupported inferences from social context.
2025
Excellence Award · CSE Capstone Design
Incheon National University
Haru-Chaeum: A Personalized AI Feedback Diary Mobile Application.