# VITA Lab — public news / 연구실 소식

Source: https://vita.hanyang.ac.kr/news.html

## 2026 — award

G. Baek (백경선) and H. Jung (정희영)'s paper has been selected as Best Paper at the 95th Korean Society of Transportation Conference — "교통시뮬레이션을 위한 자연어 기반 도로 네트워크 생성 및 검증 연구"

## 2026 — grant

Our team has been selected to conduct a research project commissioned by Daejeon Metropolitan City (July 2026) — "대전시 공공기관 차량 5부제 실효성 평가"

## 2026 — grant

Our team has been selected to conduct a research project commissioned by Nota AI (June 2026) — "AI City 해외시장 동향조사"

## 2026 — patent

A patent has been registered. (Patent No.: 10-2984271 · Registration date: June 25, 2026) — "통화 중 실시간으로 보이스피싱의 맥락을 인식하는 장치 및 동작 방법"

## 2026 — paper

A paper has been accepted for publication in IEEE Transactions on Intelligent Transportation Systems (IF 7.9, Top 5%) — "Anticipatory driving maneuver for safety and comfort: Temporal graph cross attention-based front vehicle trajectory prediction" (H. Min et al.)

Source link: https://ieeexplore.ieee.org/document/11574891

## 2026 — grant

Our team has been selected for the KAIA Young Researchers Program in Land, Infrastructure and Transport (국토교통 신진연구자 지원사업) in collaboration with (주)엠큐닉, securing KRW 730 million (7.3억원) in total funding (2026.04.01 - 2028.12.31) — "AI 에이전트 기반 다중 도메인 안전 관제를 위한 통합 조율 기술 개발"

## 2026 — patent

A U.S. patent has been registered. (U.S. Patent No.: US12586380B2 · Registration date: March 2026) — "Image Analysis Device, Image Analysis Method for Telecommuting Work Security and Terminal Device Including the Same"

## 2026 — paper

A paper has been accepted for presentation at EurOMA 2026, Vienna, Austria (Jun 27 - Jul 2, 2026) — "Theorising Service Routines through Ontological Granularity and Behavioural Sequencing"

## 2025 — award

백경선 학생이 이공계 국가우수 장학생으로 선정되어 과학기술정보통신부장관상을 수상했습니다.

## 2025 — award

홍석준 학생이 이공계 국가우수 장학생으로 선정되어 과학기술정보통신부장관상을 수상했습니다.

## 2025 — award

진주빈 학생이 이공계 국가우수 장학생으로 선정되어 과학기술정보통신부장관상을 수상했습니다.

## 2025 — award

민현식 학생이 이공계 국가우수 장학생으로 선정되어 과학기술정보통신부장관상을 수상했습니다.

## 2025 — award

송정훈 학생이 이공계 국가우수 장학생으로 선정되어 과학기술정보통신부장관상을 수상했습니다.

## 2025 — grant

We have been awarded a KOTI research grant supported by KOTI (2025.08.01 - 2026.03.31) — AI기반 인구위기지역 이동취약성 진단 및 공공교통 서비스 최적화 연구

## 2025 — grant

A new university-industry collaboration project has been launched in collaboration with Nota AI (2025.04.01 - 2025.11.30) — "LLM 기반 차량 궤적 예측 알고리즘 개발"

## 2025 — award

S. Hong (홍석준)'s paper has been selected as Best Paper at the 93rd Korean Society of Transportation Fall Conference — "환경 불확실성을 반영할 수 있는 멀티모달 기반 차량 궤적 생성모델"

## 2025 — award

S. Hong (홍석준)'s paper has been selected as Best Paper at the 93rd Korean Society of Transportation Fall Conference — "DRIFT 오픈 데이터셋: 교통 분석을 위한 드론 영상 기반의 차량 궤적 공개 데이터셋"

## 2025 — award

S. Kim (김성훈)'s paper has been selected as Best Paper at the 93rd Korean Society of Transportation Fall Conference International Session — "A Multimodal Framework for Trajectory Prediction and Risk-Aware Decision Making in Urban Driving"

## 2025 — activity

H. Min (민현식) has been selected for the BK21 Overseas Training Program at Kingston University, UK (Dec. 2025 - Feb. 2026).

## 2025 — paper

A paper has been accepted for presentation at TRBAM 2026, Washington D.C., USA — "DRIFT Open Dataset: A Drone-Derived Intelligence for Traffic Analysis in Urban Environment" (S. Hong (홍석준) et al.) \[GitHub\] \[HuggingFace\]

## 2025 — paper

A paper has been accepted for publication in Engineering Applications of Artificial Intelligence (IF 8.0, Top 10%) — "A Multi-Modal Approach for Detecting Driver's Distraction using Bio-signal and Vision Sensor Fusion in Driver Monitoring Systems" (B. Noh et al.)

## 2025 — activity

Our team achieved state-of-the-art performance in microscale vehicle trajectory generation with Ctx2TrajGen. \[ArXiv\]

## 2025 — grant

J. Song (송정훈) has been selected for the NRF Graduate Student Research Fellowship Program (석사과정생연구장려금지원사업) supported by NRF (2025.09.01 - 2026.08.31) — "자율주행 차량의 안전성 향상을 위한 도로 위 장애물 인식 및 비정상 상황 해석 모델 연구"

## 2025 — grant

G. Baek (백경선) has been selected for the NRF Graduate Student Research Fellowship Program (석사과정생연구장려금지원사업) supported by NRF (2025.09.01 - 2026.08.31) — "사용자 친화적 생성형 교통 시뮬레이션을 위한 멀티모달 생성 연구"

## 2025 — paper

A paper has been accepted for publication in Computers and Electronics in Agriculture (IF 8.9, Top 5%) — "A Smart Livestock Framework for Multimodal Abnormally Screaming Pig Identification and Behavioral Reporting in Group-Housed Environments" (B. Noh et al.)

## 2025 — paper

A paper has been accepted for presentation at EPIA 2025 (AITS track), Faro, Portugal — "Driving Scene Context-Augmented Trajectory Prediction with Risk-Aware Decision Reasoning using Multimodal LLM" (S. Kim (김성훈) et al.)

## 2025 — paper

A paper has been accepted for presentation at IEEE ITSC 2025, Gold Coast, Australia — "Traffic Context-Augmented Vehicle Trajectory Prediction Framework using Multimodal LLM" (B. Noh et al.)

## 2025 — activity

Our team achieved state-of-the-art performance in person re-identification with KeyRe-ID. \[ArXiv\]

## 2025 — activity

Our team achieved state-of-the-art performance in out-of-distribution (OoD) segmentation with Objectomaly. \[ArXiv\]

## 2025 — paper

A paper has been accepted for publication in Artificial Intelligence and Law (IF 3.1, Top 10%) — "TRACS-LLM: LLM-based Traffic Accident Criminal Sentencing Prediction Focusing on Imprisonment, Probation, and Fines" (H. Min et al.)

## 2025 — paper

A paper has been accepted for publication in IEEE Access — "Attention-Driven Lane Change Trajectory Prediction with Traffic Context in Urban Environments" (S. Hong et al.)

## 2025 — activity

Prof. B. Noh has been appointed as a member of the Digital Transformation Policy Advisory Committee of the Korea Transportation Safety Authority (교통안전공단 디지털전환 (DX) 자문위원). \[News Link\]

## 2025 — activity

Prof. B. Noh has been appointed as a member of the Advisory Committee of the Daejeon Education Policy Institute (대전교육정책연구소 자문위원). \[News Link\]

## 2025 — paper

A paper has been accepted for publication in Applied Energy (IF 11.0, Top 10%) — "SolarNexus: A deep learning framework for adaptive photovoltaic power generation forecasting and scalable management" (H. Min et al.)

## 2025 — paper

A paper has been accepted for presentation at AAAI 2025 Workshop (FLUID), Philadelphia, USA — "FLAMe: Federated Learning with Attention Mechanism using Spatio-Temporal Keypoint Transformers for Pedestrian Fall Detection in Smart Cities" (B. Kim et al.) \[ArXiv\]

## 2025 — grant

Our team has been selected for the BK21+ Program supported by Ministry of Education (2025.03.01 - 2027.02.28) — AIoT-에너지 융합기술 지역혁신인재양성 교육단

## 2025 — paper

A paper has been accepted for publication in Applied Intelligence — "Federated learning-based road surveillance system in distributed CCTV environment: Pedestrian fall recognition using spatio-temporal attention networks" (B. Kim et al.)

## 2025 — paper

A paper has been accepted for publication in IEEE Access — "SaliencyMix+: Noise-Minimized Image Mixing Method with Saliency Map in Data Augmentation"

## 2024 — paper

A paper has been accepted for presentation at TRBAM 2025, Washington D.C., USA — "DARK-LLM: Description Data Auto-Labeling with Reliable Keyword Using Large Language Model for Analyzing Causes of Autonomous Vehicle Disengagements" (B. Noh et al.)

## 2024 — award

J. Song (송정훈)'s paper has been selected as Best Paper at the 2024 Fall Conference of the Korean Society of Intelligent Transportation Systems — "지능형 교통 시스템에서 영상 기반 도로 객체 탐지 능력 강화를 위한 Mask2Former와 SAM기반의 Out-of-Distribution 객체 탐지 연구"

## 2024 — grant

B. Kim (김병훈) has been selected for the NRF Graduate Student Research Fellowship Program (석사과정생연구장려금지원사업) supported by NRF (2024.09.01 - 2025.08.31) — 차세대 지능형 교통안전시스템을 위한 컴퓨터 비전기반 도로위험행동 예측모델의 개인화 준지도 연합학습 연구

## 2024 — grant

A new university-industry collaboration project has been launched in collaboration with Nota AI (2024.05.01 - 2024.10.31) — "교차로 내 보행자 및 차량 객체 위치 예측 기술 개발"

## 2024 — grant

A new research project funded by IITP has been awarded in collaboration with IITP (2024.07.01 - 2028.06.30) — "광역권 도시를 위한 차세대 AI융합 모빌리티 시뮬레이션 및 예측/활용 기술 개발"

## 2024 — paper

A paper has been accepted for publication in Cities (Top 5%, IF 6.6) — "Do enhanced school zone policies improve pedestrians' safety? A deep learning-based case study of Osan City, South Korea" (B. Noh et al.)

## 2024 — award

S. Kim (김성훈)'s paper has been selected as Best Paper at the Annual Conference of KIPS 2024 — "미세조정된 VideoLLaMA2 기반의 멀티모달 보행자 횡단 의도 예측"

## 2024 — paper

A paper has been accepted for publication in Accident Analysis and Prevention (Top 5%, IF 6.2) — "Integrating visual and community environments in a motorcycle crash and casualty estimation" (B. Noh et al.)

## 2024 — award

J. Song (송정훈)'s paper has been selected as Best Paper at the 70th Summer Conference of the Korea Computer and Information Science Society — "DDSP-SVC를 활용한 AI 음성 변환 모델"

## 2024 — award

S. Hong (홍석준)'s paper has been selected as Best Paper at the 70th Summer Conference of the Korea Computer and Information Science Society — "차량 내 방송 매체의 은어·속어 감지 및 필터링 시스템"

## 2024 — award

H. Min (민현식)'s paper has been selected as Best Paper at the 70th Summer Conference of the Korea Computer and Information Science Society — "도시 환경 내 교통소음 인식 및 분류를 위한 모델 개발"

## 2024 — activity

The following students have been selected for the 2024 ETRI Undergraduate Internship Program — J. Jin (진주빈), J. Song (송정훈), S. Kim (김성훈), J. Kim (김진성), J. Lim (임재균), and H. Lee (이호우)

## 2024 — paper

A paper has been accepted for publication in Advances in Engineering Software — "A novel approach for reliable pedestrian trajectory collection with behavior-based trajectory reconstruction for urban surveillance systems" (B. Noh et al.)

## 2024 — award

J. Jin (진주빈)'s paper has been selected as Best Paper (General Oral Session) at the 2024 Spring Conference of the Korean Society of Intelligent Transport Systems — "데이터 큐브 모델을 활용한 상업용 차량 위험운전 행동 다차원 분석"

## 2024 — paper

A paper has been accepted for presentation at Environmental Design Research Association (EDRA) 55 — "Towards Human-Centered Urban Safety: Designing Urban Environments to Prevent Motorcycle Accidents"

## 2024 — paper

A paper has been accepted for publication in Journal of Advanced Transportation — "Method on Efficient Operation of Multiple Models for Vision-Based In-Flight Risky Behavior Recognition in UAM Safety and Security" (B. Kim et al.)

## 2024 — paper

A paper has been accepted for publication in Applied Geography — "How do crosswalk delays affect pedestrian access in zoning areas? Walking access reduction by signalized crosswalks in Seoul, South Korea" (B. Noh et al.)

## 2023 — award

J. Jin (진주빈)'s paper has been selected as Best Paper at the 4th Korea Artificial Intelligence Conference — "데이터 큐브 모델을 이용한 스쿨존 교통사고 다차원 분석"

## 2023 — lab

The laboratory was originally established at Soonchunhyang University, Dept. of AI & Big Data. Prof. B. Noh joined as the founding PI.