# VITA Lab public research catalog

Visual Intelligence for Transportation AI Lab, Hanyang University.
Lab director: Prof. Byeongjoon Noh (노병준).
Lab website: https://vita.hanyang.ac.kr/

These are public, source-linked records, served identically to humans and crawlers. They contain no member-only materials. Cite individual works using their listed authors and original sources; VITA maintains this catalog but is not the publisher of the papers.

# VITA Lab — research topics / 연구 주제

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

The following summaries reproduce the public research pages. Research aims are not claims of completed results.

## Multimodal-LLM based framework for generating rare traffic scenarios

Source: https://vita.hanyang.ac.kr/research-detail.html?topic=multimodal-llm

This topic explores how multimodal large language models can generate rare, safety-critical traffic scenes that are difficult to observe frequently in real-world data.

실세계에서 자주 관측하기 어려운 안전 중요 교통 장면을 멀티모달 대형언어모델로 생성하는 방법을 연구합니다.

Keywords: Multimodal LLM; Scenario Generation; Rare Events; Traffic Simulation; Autonomous Driving; 멀티모달 LLM; 시나리오 생성; 희귀 사건; 교통 시뮬레이션; 자율주행

## Comfort-aware safety improvement through predictive maneuvering in autonomous vehicles

Source: https://vita.hanyang.ac.kr/research-detail.html?topic=predictive-maneuvering

This topic studies how future vehicle motion can be predicted early enough to support proactive and comfortable driving decisions in mixed traffic.

혼합 교통에서 주변 차량의 미래 움직임을 조기에 예측해 더 안전하고 부드러운 주행 의사결정을 지원합니다.

Keywords: Trajectory Prediction; Anticipatory Driving; Lane Change; Driver Assistance; Temporal Modeling; 궤적 예측; 예측 주행; 차로 변경; 운전자 보조; 시간 모델링

## Imminence-aware trajectory prediction and modeling in mixed traffic

Source: https://vita.hanyang.ac.kr/research-detail.html?topic=risky-driving

We study how disruptive vehicle behavior can be predicted from lane context, surrounding interactions, and visual cues before a dangerous maneuver fully unfolds.

위험한 조작이 완전히 드러나기 전에 차로 맥락, 주변 상호작용, 시각 단서를 바탕으로 방해·위험 주행을 예측합니다.

Keywords: Risky Driving; Behavior Prediction; Scene Context; CCTV Analytics; Mixed Traffic; 위험 주행; 행태 예측; 장면 맥락; CCTV 분석; 혼합 교통

## Out-of-Distribution (OoD) segmentation for autonomous driving safety system

Source: https://vita.hanyang.ac.kr/research-detail.html?topic=ood-segmentation

This topic addresses how autonomous driving perception systems can detect unfamiliar, anomalous, or structurally out-of-distribution objects beyond the training distribution.

학습 분포 밖의 낯설고 비정상적인 도로 객체를 자율주행 인지 시스템이 어떻게 감지할 수 있는지 다룹니다.

Keywords: OoD Segmentation; Anomaly Detection; Autonomous Driving; Perception Safety; Vision Foundation Models; OoD 분할; 이상 탐지; 자율주행; 인지 안전; 비전 파운데이션 모델

## Federated learning algorithm for efficient city-scale data processing

Source: https://vita.hanyang.ac.kr/research-detail.html?topic=federated-learning

This topic develops decentralized, privacy-aware learning pipelines for city-scale sensing and surveillance systems without centralizing raw data.

원시 데이터를 중앙으로 모으지 않고 도시 규모 센싱·관제 시스템을 학습하기 위한 분산·프라이버시 보존 학습 파이프라인을 개발합니다.

Keywords: Federated Learning; Distributed CCTV; Urban Sensing; Privacy; Smart Cities; 연합학습; 분산 CCTV; 도시 센싱; 프라이버시; 스마트시티

## LLM-based language understanding framework for intelligent transportation systems

Source: https://vita.hanyang.ac.kr/research-detail.html?topic=llm-transportation

This line of research applies large language models to transportation language understanding, text reasoning, and decision-support workflows in ITS.

대형언어모델을 교통 분야의 텍스트 이해, 추론, 의사결정 지원 워크플로에 적용합니다.

Keywords: LLM; Transportation NLP; Auto-labeling; Decision Support; Text Analytics; LLM; 교통 NLP; 법률 AI; 자동 라벨링; 의사결정 지원

## AI CCTV-based urban risk sensing and edge-to-cloud safety management

Source: https://vita.hanyang.ac.kr/research-detail.html?topic=collision-risk

This topic studies how AI CCTV, edge computing, and cloud-based traffic control can detect urban risk situations in real time, trigger preventive responses, and support city-scale hotspot management.

AI CCTV, 엣지 컴퓨팅, 클라우드 기반 교통 관제를 연결해 도시 위험 상황을 실시간으로 감지하고 예방 대응과 핫스팟 관리를 지원합니다.

Keywords: AI CCTV; Urban Risk Sensing; Edge Computing; C-ITS; Hotspot Management; V2X; Traffic Safety; AI CCTV; 도시 위험 감지; 엣지 컴퓨팅; C-ITS; 핫스팟 관리; V2X; 교통 안전

## Seeing the city: Flows, space, and data

Source: https://vita.hanyang.ac.kr/research-detail.html?topic=urban-behavior

This topic studies how urban form, mobility flows, and sensing data can be integrated to understand real movement patterns and safety outcomes in cities.

도시 형태, 이동 흐름, 센싱 데이터를 통합해 실제 이동 패턴과 안전 결과를 이해합니다.

Keywords: Urban Analytics; Mobility Behavior; Traffic Sensing; Planning; Safety Analysis; 도시 분석; 이동 행태; 교통 센싱; 계획; 안전 분석

## Drone-assisted delivery system for low-conflict pickup and secure handoff

Source: https://vita.hanyang.ac.kr/research-detail.html?topic=drone-assisted-delivery

This topic explores a drone-assisted delivery system that moves the waiting and handoff functions away from congested store frontage areas, synchronizing customer arrival, UAV dispatch, visual verification, and safe payload release at low-conflict pickup spaces.

혼잡한 매장 전면부에서 대기와 인계 기능을 분리하고, 고객 도착, UAV 출동, 차량 검증, 안전한 화물 인계를 저충돌 픽업 공간에서 동기화하는 시스템을 연구합니다.

Keywords: Drone-assisted Delivery; Mobility Services; UAV Routing; Vehicle Verification; Pickup-space Management; Secure Handoff; Drive-through Operations; 드론 보조 배송; 모빌리티 서비스; UAV 경로; 차량 검증; 픽업 공간 관리; 안전 인계

## DRIFT: Drone-derived intelligent dataset for urban traffic analysis

Source: https://vita.hanyang.ac.kr/research-detail.html?topic=drift

DRIFT is an open dataset and toolchain for high-resolution drone-based traffic behavior research, connecting vehicle detection, trajectory tracking, and multi-scale traffic analytics across complex urban intersections.

DRIFT는 고해상도 드론 영상에서 차량 검지, 궤적 추적, 다중 규모 교통 분석을 연결하는 공개 데이터셋과 도구 체계입니다.

Keywords: DRIFT; Drone Traffic Dataset; Vehicle Trajectories; Urban Intersections; YOLOv11m; ByteTrack; Traffic Flow Analysis; DRIFT; 드론 교통 데이터셋; 차량 궤적; 도시 교차로; YOLOv11m; ByteTrack; 교통류 분석

## Agentic AI-based integrated safety orchestration for multi-mobility management

Source: https://vita.hanyang.ac.kr/research-detail.html?topic=agentic-safety-orchestration

This topic studies how agentic AI can orchestrate safety operations across ITS road traffic, underground logistics, and UAM to suppress post-incident ripple effects in multi-mobility environments.

ITS 도로 교통, 지하 물류, UAM 등 여러 모빌리티 영역에서 사고 이후의 연쇄 위험을 줄이기 위해 에이전틱 AI가 안전 운영을 조율하는 방법을 연구합니다.

Keywords: Agentic AI; Orchestration Engine; Multi-Mobility Safety; Cascading Risk; UAM; 에이전틱 AI; 오케스트레이션 엔진; 다중 모빌리티 안전; 연쇄 위험; UAM

# VITA Lab — publications and patents / 논문·특허

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

Bibliographic summaries generated from the public archive. Status and author spelling follow that archive. No abstracts, findings, affiliations, or exact publication dates are inferred.

## FlowGen: Microscopic traffic flow generation using state-conditioned diffusion and feasibility-constrained action selection

FlowGen: Microscopic traffic flow generation using state-conditioned diffusion and feasibility-constrained action selection. Communications in Transportation Research (2026). Under review. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: G. Chun, G. Baek, H. Jung, Z. Liu, B. Noh\*, and I. Kim\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-bbf91365fb801f4a.txt)

## Drone-assisted delivery system for relocating drive-thru queues

Drone-assisted delivery system for relocating drive-thru queues. Transportmetrica A: Transport Science (2026). Under review. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: J. Song, G. Baek, G. Chun\*, and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-80a2b5d6c2d1c332.txt)

## Validating LLM-Based Scenario Analysis of Automated Vehicle Disengagement Narratives

Validating LLM-Based Scenario Analysis of Automated Vehicle Disengagement Narratives. Accident Analysis & Prevention (2026). Under review. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: J. Yoon, H. Min, and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-11991458b52ff202.txt)

## How Well Do Video-Language Models Understand Traffic Risk? A Three-Stage Comparative Evaluation in Driving Videos

How Well Do Video-Language Models Understand Traffic Risk? A Three-Stage Comparative Evaluation in Driving Videos. Accident Analysis & Prevention (2026). Under review. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: Y. Lee and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-f6c03b2c5bcee343.txt)

## Theorising Service Routines through Ontological Granularity and Behavioural Sequencing

Theorising Service Routines through Ontological Granularity and Behavioural Sequencing. EurOMA 2026, Jun 27-Jul 2, 2026, Vienna, Austria (2026). Conference paper. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: H. Min, Y. Choi, and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-89bb4661a7091fca.txt)

## Cloud-NPU Integrated Camera FoV Misalignment Management Framework for Large-Scale Intelligent Traffic Surveillance

Cloud-NPU Integrated Camera FoV Misalignment Management Framework for Large-Scale Intelligent Traffic Surveillance. IET Intelligent Transport Systems (2026). Under review. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: J. Kim, M. Ko, D. Ka\*, and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-9c266ff10de9db5b.txt)

## Interaction-aware scene-level multi-vehicle trajectory synthesis with generative latent representations

Interaction-aware scene-level multi-vehicle trajectory synthesis with generative latent representations. Neurocomputing (2026). Under review. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: S. Hong and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-31de53a1a731f812.txt)

## Lane-changing imminence-aware trajectory prediction via spatio-temporal context modeling for mixed traffic

Lane-changing imminence-aware trajectory prediction via spatio-temporal context modeling for mixed traffic. IEEE Transactions on Vehicular Technology (2026). Under review. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: G. Baek, J. Kim, Y. Kim\*, and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2026-lane-changing-imminence-aware-trajectory-prediction-via-spatio-temporal-context-modeling-f.txt)

## Anticipatory driving maneuver for safety and comfort: Temporal graph cross attention-based front vehicle trajectory prediction

Anticipatory driving maneuver for safety and comfort: Temporal graph cross attention-based front vehicle trajectory prediction. IEEE Transactions on Intelligent Transportation Systems, pp. 1-14 (2026). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: H. Min, G. Baek, Y. Kim, and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2026-anticipatory-driving-maneuver-for-safety-and-comfort-temporal-graph-cross-attention-based-.txt)

## Objectomaly: Objectness-Aware Refinement for OoD Segmentation with Structural Consistency and Boundary Precision

Objectomaly: Objectness-Aware Refinement for OoD Segmentation with Structural Consistency and Boundary Precision. Journal of Visual Communication and Image Representation (2026). Under review. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: J. Song and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2026-objectomaly-objectness-aware-refinement-for-ood-segmentation-with-structural-consistency-a.txt)

## Ctx2TrajGen: Traffic Context-Aware Microscale Vehicle Trajectories using Generative Adversarial Imitation Learning

Ctx2TrajGen: Traffic Context-Aware Microscale Vehicle Trajectories using Generative Adversarial Imitation Learning. IEEE Transactions on Intelligent Transportation Systems (2026). Under review. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: J. Jin, S. Hong, G. Baek, Y. Kim, and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-804b5b83a2dc8123.txt)

## KeyRe-ID: Keypoint-Guided Person Re-Identification using Part-Aware Representation in Videos

KeyRe-ID: Keypoint-Guided Person Re-Identification using Part-Aware Representation in Videos. Pattern Recognition (2026). Under review. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: J. Kim, J. Song, G. Baek, B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2026-keyre-id-keypoint-guided-person-re-identification-using-part-aware-representation-in-video.txt)

## DRIFT open benchmark: Drone-derived intelligence for traffic monitoring in urban environments

DRIFT open benchmark: Drone-derived intelligence for traffic monitoring in urban environments. Scientific Data (2026). Under review. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: H. Lee, S. Hong, H. Cho, B. Kim, J. Song, J. Im, Z. Jin, B. Noh\*, and H. Yeo\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-0bfbb8e7e94c68d9.txt)

## A Multi-Modal Approach for Detecting Drivers’ Distraction using Bio-Signal and Vision Sensor Fusion in Driver Monitoring System

A Multi-Modal Approach for Detecting Drivers’ Distraction using Bio-Signal and Vision Sensor Fusion in Driver Monitoring System. Engineering Applications of Artificial Intelligence 161 (2025): 112265. (2025). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: B. Noh, M. Park, Y. Han, and J. Kim\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2025-a-multi-modal-approach-for-detecting-drivers-distraction-using-bio-signal-and-vision-senso.txt)

## A Smart Livestock Framework for Multimodal Abnormally Screaming Pig Identification and Behavioral Reporting in Group-Housed Environments

A Smart Livestock Framework for Multimodal Abnormally Screaming Pig Identification and Behavioral Reporting in Group-Housed Environments. Computers and Electronics in Agriculture 239 (2025): 110909. (2025). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: H. Chae, M. Park, and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2025-a-smart-livestock-framework-for-multimodal-abnormally-screaming-pig-identification-and-beh.txt)

## Do enhanced school zone policies improve pedestrians' safety?: A deep learning-based case study of Osan City, South Korea

Do enhanced school zone policies improve pedestrians' safety?: A deep learning-based case study of Osan City, South Korea. Cities 156 (2025): 105505. (2025). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: Z. Jin, W. No, and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2025-do-enhanced-school-zone-policies-improve-pedestrians-safety-a-deep-learning-based-case-stu.txt)

## TRACS-LLM: LLM-based traffic accident criminal sentencing prediction focusing on imprisonment, probation, and fines

TRACS-LLM: LLM-based traffic accident criminal sentencing prediction focusing on imprisonment, probation, and fines. Artificial Intelligence and Law 2025: 1-22. (2025). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: H. Min and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2025-tracs-llm-llm-based-traffic-accident-criminal-sentencing-prediction-focusing-on-imprisonme.txt)

## SolarNexus: A deep learning framework for adaptive photovoltaic power generation forecasting and scalable management

SolarNexus: A deep learning framework for adaptive photovoltaic power generation forecasting and scalable management. Applied Energy 391 (2025): 125848. (2025). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: H. Min and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2025-solarnexus-a-deep-learning-framework-for-adaptive-photovoltaic-power-generation-forecastin.txt)

## Attention-Driven Lane Change Trajectory Prediction with Traffic Context in Urban Environments

Attention-Driven Lane Change Trajectory Prediction with Traffic Context in Urban Environments. IEEE Access (2025). (2025). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: S. Hong, J. Im, and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2025-attention-driven-lane-change-trajectory-prediction-with-traffic-context-in-urban-environme.txt)

## Federated Learning-based Road Surveillance System in Distributed CCTV Environment: Pedestrian Fall Recognition using Spatio-Temporal Attention Networks

Federated Learning-based Road Surveillance System in Distributed CCTV Environment: Pedestrian Fall Recognition using Spatio-Temporal Attention Networks. Applied Intelligence (2025). (2025). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: B. Kim, J. Im, and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2025-federated-learning-based-road-surveillance-system-in-distributed-cctv-environment-pedestri.txt)

## SaliencyMix+: Noise-Minimized Labeling Method using Saliency Map in Image Augmentation

SaliencyMix+: Noise-Minimized Labeling Method using Saliency Map in Image Augmentation. IEEE Access, 13 (2025): 21734. (2025). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: H. Lee, Z. Jin, J. Woo, and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2025-saliencymix-noise-minimized-labeling-method-using-saliency-map-in-image-augmentation.txt)

## Method on Efficient Operation of Multiple Models for Vision-Based In-Flight Risky Behavior Recognition in UAM Safety and Security

Method on Efficient Operation of Multiple Models for Vision-Based In-Flight Risky Behavior Recognition in UAM Safety and Security. Journal of Advanced Transportation (2024). (2024). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: B. Kim, B. Noh\*, and K. Song\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2024-method-on-efficient-operation-of-multiple-models-for-vision-based-in-flight-risky-behavior.txt)

## A novel approach for reliable pedestrian trajectory collection with behavior-based trajectory reconstruction for urban surveillance systems

A novel approach for reliable pedestrian trajectory collection with behavior-based trajectory reconstruction for urban surveillance systems. Advances in Engineering Software, 195 (2024): 103687. (2024). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: W. No, B. Noh, and Y. Kim\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2024-a-novel-approach-for-reliable-pedestrian-trajectory-collection-with-behavior-based-traject.txt)

## Integrating visual and community environments in a motorcycle crash and casualty estimation

Integrating visual and community environments in a motorcycle crash and casualty estimation. Accident Analysis & Prevention, 208 (2024): 107792. (2024). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: Y. Kim, H. Yeo, Lisa Lim\*, and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2024-integrating-visual-and-community-environments-in-a-motorcycle-crash-and-casualty-estimatio.txt)

## From prediction to prevention: Deep learning in traffic accident prediction system

From prediction to prevention: Deep learning in traffic accident prediction system. Electronics, 12.20 (2023): 4335. (2023). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: Z. Jin and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2023-from-prediction-to-prevention-deep-learning-in-traffic-accident-prediction-system.txt)

## NAVIBox: Real-time vehicle-pedestrian risk prediction system in edge vision environment

NAVIBox: Real-time vehicle-pedestrian risk prediction system in edge vision environment. Electronics, 12.20 (2023): 4311. (2023). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: H. Lee, H. Cho, B. Noh\*, and H. Yeo\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2023-navibox-real-time-vehicle-pedestrian-risk-prediction-system-in-edge-vision-environment.txt)

## How do crosswalk delays affect walking access in land use areas? Walking access reduction by signalized crosswalks in Seoul, South Korea

How do crosswalk delays affect walking access in land use areas? Walking access reduction by signalized crosswalks in Seoul, South Korea. Applied Geography, 156 (2023): 102975. (2023). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: W. No, D. Lee, B. Noh, and Y. Kim\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2023-how-do-crosswalk-delays-affect-walking-access-in-land-use-areas-walking-access-reduction-b.txt)

## Deep Learning and Geometry Flow Vector Using Estimating Vehicle Cuboid Technology in a Monovision Environment

Deep Learning and Geometry Flow Vector Using Estimating Vehicle Cuboid Technology in a Monovision Environment. Sensors, 23(17), 2022. (2022). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: B. Noh, T. Lin, S. Lee\*, and T. Jeong\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2022-deep-learning-and-geometry-flow-vector-using-estimating-vehicle-cuboid-technology-in-a-mon.txt)

## Optimization of building material selection for energy saving in commercial buildings in different climatic conditions

Optimization of building material selection for energy saving in commercial buildings in different climatic conditions. Journal of Green Building, 17(3): 89-106, 2022. (2022). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: J. Son\*, B. Noh, and H. Park
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-514348c7527125f9.txt)

## Vision-based pedestrian’s crossing risky behavior extraction and analysis for intelligent traffic safety system

Vision-based pedestrian’s crossing risky behavior extraction and analysis for intelligent traffic safety system. Sensors, 22(9), 2022. (2022). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: B. Noh, H. Park, S. Lee, and S. Nam\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2022-vision-based-pedestrian-s-crossing-risky-behavior-extraction-and-analysis-for-intelligent-.txt)

## Identifying and extracting method of exterior building information on 3D map

Identifying and extracting method of exterior building information on 3D map. Buildings, 12(4), 2022. (2022). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: D. Shon, B. Noh, and N. Byun\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2022-identifying-and-extracting-method-of-exterior-building-information-on-3d-map.txt)

## Stacking deep transfer learning for short-term cross building energy prediction with different seasonality and occupant schedule

Stacking deep transfer learning for short-term cross building energy prediction with different seasonality and occupant schedule. Building and Environment. (2022). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: H. Park, D. Park, B. Noh, and S. Chang\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2022-stacking-deep-transfer-learning-for-short-term-cross-building-energy-prediction-with-diffe.txt)

## A novel method of predictive collision risk area estimation for proactive pedestrian accident prevention system in urban surveillance infrastructure

A novel method of predictive collision risk area estimation for proactive pedestrian accident prevention system in urban surveillance infrastructure. Transportation Research Part C: Emerging Technologies, 137 (2022): 103570. (2022). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: B. Noh and H. Yeo\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2022-a-novel-method-of-predictive-collision-risk-area-estimation-for-proactive-pedestrian-accid.txt)

## Analyzing vehicle-pedestrian interactions: Combining data cube structure and predictive collision risk estimation model

Analyzing vehicle-pedestrian interactions: Combining data cube structure and predictive collision risk estimation model. Accident Analysis & Prevention, 165 (2022): 106539. (2022). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: B. Noh, H. Park, and H. Yeo\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2022-analyzing-vehicle-pedestrian-interactions-combining-data-cube-structure-and-predictive-col.txt)

## SafetyCube: Framework for potential pedestrian risk analysis using multi-dimensional OLAP

SafetyCube: Framework for potential pedestrian risk analysis using multi-dimensional OLAP. Accident Analysis & Prevention, 155 (2021): 106104. (2021). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: B. Noh and H. Yeo\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2021-safetycube-framework-for-potential-pedestrian-risk-analysis-using-multi-dimensional-olap.txt)

## Analysis of vehicle-pedestrian interactive behaviors near unsignalized crosswalk

Analysis of vehicle-pedestrian interactive behaviors near unsignalized crosswalk. Transportation Research Record, (2021): 0361198121999066. (2021). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: B. Noh, D. Ka, D. Lee, and H. Yeo\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2021-analysis-of-vehicle-pedestrian-interactive-behaviors-near-unsignalized-crosswalk.txt)

## Vision-based potential pedestrian risk analysis on unsignalized crosswalk using data mining techniques

Vision-based potential pedestrian risk analysis on unsignalized crosswalk using data mining techniques. Applied Sciences, 10(3), 1057, 2020. (2020). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: B. Noh, W. No, J. Lee, and D. Lee\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2020-vision-based-potential-pedestrian-risk-analysis-on-unsignalized-crosswalk-using-data-minin.txt)

## In-depth analysis of energy efficiency related factors in commercial buildings using data cube and association rule mining

In-depth analysis of energy efficiency related factors in commercial buildings using data cube and association rule mining. Sustainability, 9(11), 2017. (2017). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: B. Noh, J. Son, H. Park, and S. Chang\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-864a5941131e8ceb.txt)

## Stress detection and classification of laying hens by sound analysis

Stress detection and classification of laying hens by sound analysis. Asian-Australasian Journal of Animal Sciences, 28(4), 2015. (2015). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: J. Lee, B. Noh, S. Jang, D. Park\*, and Y. Chung
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-5c787ef6ffdf7b4f.txt)

## An LLM-RAG Method for DRT Operational Diagnosis and Policy Drafting

An LLM-RAG Method for DRT Operational Diagnosis and Policy Drafting. 2026 ITS World Congress, October 19-23, 2026, Gangneung Olympic Park, South Korea (2026). Accepted. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: M. Cho and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-9836e20c1440cad2.txt)

## A Graph-based VAE Framework for Capturing Complex Inter-Vehicle Dynamcis in Trajectory generation

A Graph-based VAE Framework for Capturing Complex Inter-Vehicle Dynamcis in Trajectory generation. 2026 ITS World Congress, October 19-23, 2026, Gangneung Olympic Park, South Korea (2026). Accepted. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: S. Hong and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-680ad3df9df1ca2d.txt)

## Traffic Context-Aware Microscale Vehicle Trajectory Generation using Generative Adverserial Imitation Learning

Traffic Context-Aware Microscale Vehicle Trajectory Generation using Generative Adverserial Imitation Learning. 2026 ITS World Congress, October 19-23, 2026, Gangneung Olympic Park, South Korea (2026). Accepted. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: J. Jin and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-e368399dd5c16ae5.txt)

## Multidimensional Risk Profiling for Commercial Vehicle Safety Operations and Policy using Driving Records and Company-Driver Attritues

Multidimensional Risk Profiling for Commercial Vehicle Safety Operations and Policy using Driving Records and Company-Driver Attritues. 2026 ITS World Congress, October 19-23, 2026, Gangneung Olympic Park, South Korea (2026). Accepted. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: H. Kwon, J. Jin, and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-c40b009fe3877926.txt)

## Comfort-Centeric Trajectory Prediction for Autonomous Driving Via Temporal Graph Cross Attention

Comfort-Centeric Trajectory Prediction for Autonomous Driving Via Temporal Graph Cross Attention. 2026 ITS World Congress, October 19-23, 2026, Gangneung Olympic Park, South Korea (2026). Accepted. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: H. Min and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-a333a724a6d2aa39.txt)

## Recognizing Unknown Road Hazrads: Out-of-Distribution Segmentation for Autonomous Driving Safety

Recognizing Unknown Road Hazrads: Out-of-Distribution Segmentation for Autonomous Driving Safety. 2026 ITS World Congress, October 19-23, 2026, Gangneung Olympic Park, South Korea (2026). Accepted. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: J. Song and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-d0491363a987b41c.txt)

## LLM-based Traffic Simulation Network Generation with Structural Consistency

LLM-based Traffic Simulation Network Generation with Structural Consistency. 2026 ITS World Congress, October 19-23, 2026, Gangneung Olympic Park, South Korea (2026). Accepted. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: G. Baek, B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-bcd67c41dbc2b9d5.txt)

## Identifying Risky Driving Behavior Patterns of Commercial Vehicles using Multidimensional Analysis and Spatiotemporal Clustering: A Case of Daejeon, South Korea

Identifying Risky Driving Behavior Patterns of Commercial Vehicles using Multidimensional Analysis and Spatiotemporal Clustering: A Case of Daejeon, South Korea. 2026 ITS World Congress, October 19-23, 2026, Gangneung Olympic Park, South Korea (2026). Accepted. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: C. Jang, J. Jin, B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-e3f4fc532254ee9e.txt)

## EEG-based Drowsiness Detecting in Driving using Random Forest Model

EEG-based Drowsiness Detecting in Driving using Random Forest Model. 2026 ITS World Congress, October 19-23, 2026, Gangneung Olympic Park, South Korea (2026). Accepted. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: H. Jung, B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-41ceedee1fd6e836.txt)

## DRIFT Open Dataset: A Drone-Derived Intelligence for Traffic Analysis in Urban Environment

DRIFT Open Dataset: A Drone-Derived Intelligence for Traffic Analysis in Urban Environment. 2026 Transportation Research Board Annual Meeting, Jan 7-14, 2026, Washington D.C., USA (2026). Conference paper. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: H. Lee, S. Hong, H. Yeo\*, and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-d6050de9ee0ec5ed.txt)

## Traffic Context-Augmented Vehicle Trajectory Prediction Framework using Multimodal LLM

Traffic Context-Augmented Vehicle Trajectory Prediction Framework using Multimodal LLM. 2025 IEEE Intelligent Transportation System Conference (ITSC), Nov 21-28, 2025, Gold Coast, Australia (2025). Conference paper. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: J. Im, B. Kim, J. Jin, and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-6582c96ab3dd5a2f.txt)

## Driving Scene Context-Augmented Trajectory Prediction with Risk-Aware Decision Reasoning using Multimodal LLMs

Driving Scene Context-Augmented Trajectory Prediction with Risk-Aware Decision Reasoning using Multimodal LLMs. EPIA 2025 International Conference, Oct 1-3, 2025, Faro, Portugal (2025). Conference paper. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: S. Kim, S. Hong, J. Jin, and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-b9ac38a7f75133d2.txt)

## FLAMe: Federated Learning with Attention Mechanism using Spatio-Temporal Keypoint Transformers for Pedestrian Fall Detection in Smart Cities

FLAMe: Federated Learning with Attention Mechanism using Spatio-Temporal Keypoint Transformers for Pedestrian Fall Detection in Smart Cities. AAAI 2025, Feb 25-Mar 4, 2025, Philadelphia, Pennsylvania, USA (2025). Conference paper. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: B. Kim and B. Noh\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/2025-flame-federated-learning-with-attention-mechanism-using-spatio-temporal-keypoint-transform.txt)

## DARK-LLM: Description data auto-labeling with reliable keyword using large language model for analyzing causes of autonomous vehicle disengagements

DARK-LLM: Description data auto-labeling with reliable keyword using large language model for analyzing causes of autonomous vehicle disengagements. 2025 Transportation Research Board Annual Meeting, Jan 5-12, 2025, Washington D.C., USA (2025). Conference paper. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: J. Yoon, B. Noh, and Inhi Kim\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-a6ff9116b30367e3.txt)

## Deep Learning-based Approach on Risk Estimation of Urban Traffic Accident

Deep Learning-based Approach on Risk Estimation of Urban Traffic Accident. 2022 IEEE 25th International Conference on Intelligent Transportation Systems (ITSC), pp. 1498-1503, Oct 8-12, 2022, Macau, China (2022). Conference paper. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: Z. Jin, B. Noh\*, H. Cho and H. Yeo\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-fa9badf63edecdc9.txt)

## Asymmetric Long-Term Graph Multi-Attention Network for Traffic Speed Prediction

Asymmetric Long-Term Graph Multi-Attention Network for Traffic Speed Prediction. 2022 IEEE 25th International Conference on Intelligent Transportation Systems (ITSC), pp. 1498-1503, Oct 8-12, 2022, Macau, China (2022). Conference paper. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: J. Hwang, B. Noh\*, Z. Jin and H. Yeo\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-935972ec18332879.txt)

## Analysis of Vehicle-Pedestrian Interactive Behaviors near Unsignalized Crosswalk

Analysis of Vehicle-Pedestrian Interactive Behaviors near Unsignalized Crosswalk. Transportation Research Board Annual Meeting, 2021 2675, no. 8 (2021): 494-505, Jan 5-12, 2021, Washington D.C., USA (2021). Conference paper. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: B. Noh\*, D. Ka, D. Lee, and H. Yeo\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-e39a8e982c7a1443.txt)

## Vision-based overhead front point recognition of vehicles for traffic safety analysis

Vision-based overhead front point recognition of vehicles for traffic safety analysis. Proceedings of the 2018 ACM International Joint Conference on Pervasive and Ubiquitous Computing and the 2018 International Symposium on Wearable Computers (UbiComp/ISWC ’18), pp. 1096-1102, Oct 8-12, 2018, Singapore (2018). Conference paper. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: B. Noh\*, W. Noh, and D. Lee
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-9694694a9e2c54ae.txt)

## A deep learning-based braille blocks detection system from street view images for the visually impaired

A deep learning-based braille blocks detection system from street view images for the visually impaired. 31st KKHTCNN Symposium on Civil Engineering, Kyoto University, Oct 2018, Kyoto, Japan (2018). Conference paper. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: W. Noh\*, B. Noh, and D. Lee
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-3dbb62855e34187b.txt)

## Movement classification based on acceleration spectrogram with dynamic time warping method

Movement classification based on acceleration spectrogram with dynamic time warping method. 2017 IEEE 18th International Conference on Mobile Data Management (MDM), pp. 397-400, May 29-June 1, 2017, Daejeon, South Korea (2017). Conference paper. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: B. Noh\*, K. Cha, and S. Chang
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-338cb39b030d9670.txt)

## Automatic identification of a coughing animal using audio and video data

Automatic identification of a coughing animal using audio and video data. Proceedings of the 4th International Conference on Information Science and Cloud Computing (ISCC), pp. 18-19, Dec 2015, Guangzhou, China (2015). Conference paper. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: H. Kim\*, J. Sa, B. Noh, J. Lee, Y. Chung\*, and D. Park
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-936a5b29ec4c0046.txt)

## CPU and GPU Implementation of QCD by using OpenCL

CPU and GPU Implementation of QCD by using OpenCL. 7th International Conference on Computer Science and Information Technology (ICCSIT), Dec 2015, Pattaya, Thailand (2015). Conference paper. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: J. Sa, B. Noh, H. Kim, D. Choi, S. Lee, Y. Chung\*, D. Park, and Choongho Cho
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-266ff0901f3a4b89.txt)

## 주행 영상에서 비디오-언어 모델의 주행 환경 및 위험 요인 이해 성능 평가: 구조화된 3단계 벤치마크 기반 비교 연구

주행 영상에서 비디오-언어 모델의 주행 환경 및 위험 요인 이해 성능 평가: 구조화된 3단계 벤치마크 기반 비교 연구. 대한교통학회지 44(4), pp.722-736, Aug 2026. (2026). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: 이용선, 가동호, 우지영\*, 노병준\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-b34fe611a6261ee1.txt)

## Differentiated Safety Management of Commercial Vehicle Risky Driving: Linking Nationally Standardized DTG Indicators to Accident-Count Correlates Through Staged Multidimensional Analysis

Differentiated Safety Management of Commercial Vehicle Risky Driving: Linking Nationally Standardized DTG Indicators to Accident-Count Correlates Through Staged Multidimensional Analysis. 대한교통학회지 44(4), pp.703-721, Aug 2026. (2026). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: 진주빈, 송정훈, 김재윤\*, 노병준\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-f9e91cc3b9936939.txt)

## 근거기반 수요응답형 교통 운영 정책 생성을 위한 RAG-LLM 프레임워크: 사회경제지표와 문헌 근거를 중심으로

근거기반 수요응답형 교통 운영 정책 생성을 위한 RAG-LLM 프레임워크: 사회경제지표와 문헌 근거를 중심으로. 한국ITS학회논문지 25(4), Aug 2026. (2026). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: 조민형, 송정훈, 백경선, 진주빈, 김현서, 탁세현\*, 노병준\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-d7d165ed2a4ab2bb.txt)

## 전방 차량의 선제적 기동 판단을 통한 신뢰 가능한 자율주행 시스템 연구

전방 차량의 선제적 기동 판단을 통한 신뢰 가능한 자율주행 시스템 연구. 한국ITS학회논문지 24(6), pp.121-131, Dec 2025. (2025). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: 민현식, 김예은, 김정렬, 이성진, 노병준\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-cc64d6f978521c7d.txt)

## Decision Transformer 기반의 진출입로 차량의 Selfish Cutting-In 행동 예측

Decision Transformer 기반의 진출입로 차량의 Selfish Cutting-In 행동 예측. 한국ITS학회논문지 24(1), pp.71-85, Feb 2025. (2025). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: 백경선, 김진성, 가동호, 노병준\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-926fe43552835495.txt)

## 데이터 큐브 모델을 활용한 DTG 데이터 기반의 상업용 차량 위험운전행동에 대한 다차원 분석

데이터 큐브 모델을 활용한 DTG 데이터 기반의 상업용 차량 위험운전행동에 대한 다차원 분석. 대한교통학회논문지 42(6), pp.627-648, Dec 2024. (2024). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: 진주빈, 김성훈, 강남일, 김해성, 이상호, 노병준\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-49295470683e53fb.txt)

## 드론 영상 인식과 Transformer를 활용한 도심 주행 차량의 차로 변경 예측 모델 연구

드론 영상 인식과 Transformer를 활용한 도심 주행 차량의 차로 변경 예측 모델 연구. 대한교통학회논문지 42(5), pp.551-564, Oct 2024. (2024). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: 홍석준, 임재균, 이호우, 가동호, 이창희, 노병준\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-2ce6156c85e0e8fb.txt)

## 자연어처리 기반의 도로교통사고 판결예측 시스템: 교통사고상황 텍스트 정보 활용을 중심으로

자연어처리 기반의 도로교통사고 판결예측 시스템: 교통사고상황 텍스트 정보 활용을 중심으로. 대한교통학회논문지 42(4), pp.385-397, Aug 2024. (2024). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: 민현식, 윤준영, 노병준\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-8d2ecf2f90f70d76.txt)

## 컴퓨터 비전 기반의 횡단보도 내 차량-보행자 간 잠재적 충돌 위험 인식 방법 및 분석에 관한 연구

컴퓨터 비전 기반의 횡단보도 내 차량-보행자 간 잠재적 충돌 위험 인식 방법 및 분석에 관한 연구. 대한교통학회 41(1), pp.1-18, Feb 2023. (2023). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: 노병준, 조해찬, 이혜진, 가동호, 여화수\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-566fd0eedd1f020e.txt)

## 도시환경정보 기반의 데이터 큐브 모델을 이용한 이륜차 사고의 다차원 요인 분석

도시환경정보 기반의 데이터 큐브 모델을 이용한 이륜차 사고의 다차원 요인 분석. 대한교통학회 40(3), pp.358-379, Jun 2022. (2022). Published. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: 김유진, 노병준, 여화수\*
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-a1d8a01f556c891a.txt)

## DEVICE FOR RECOGNIZING CONTEXT OF VOICE PHISHING IN REAL TIME DURING CALL AND OPERATING METHOD THEREOF

DEVICE FOR RECOGNIZING CONTEXT OF VOICE PHISHING IN REAL TIME DURING CALL AND OPERATING METHOD THEREOF. Application number (PCT): PCT/KR2025/004854 (Applied date: Apr 2025) (2025). Pending patent. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: Not listed
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-713d006f1ad11218.txt)

## 통화 중 실시간으로 보이스피싱의 맥락을 인식하는 장치 및 동작 방법

통화 중 실시간으로 보이스피싱의 맥락을 인식하는 장치 및 동작 방법. Registration number (Korean Patent): 10-2984271 (Registered date: Jun 25, 2026) (2026). Registered patent. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: Not listed
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-6dbd0b7b162fa667.txt)

## IMAGE ANALYSIS DEVICE, IMAGE ANALYSIS METHOD FOR TELECOMMUTING WORK SECURITY AND TERMINAL DEVICE INCLUDING THE SAME

IMAGE ANALYSIS DEVICE, IMAGE ANALYSIS METHOD FOR TELECOMMUTING WORK SECURITY AND TERMINAL DEVICE INCLUDING THE SAME. Registration number (US Patent): US12586380B2 (Registered date: Mar 2026) (2026). Registered patent. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: Not listed
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-2d0b280ad6f6ae7b.txt)

## VIDEO CONFERENCE DEVICE AND IMAGE ANALYSIS METHOD THEREOF

VIDEO CONFERENCE DEVICE AND IMAGE ANALYSIS METHOD THEREOF. Application number (US Patent): US18/588703 (Applied date: Feb 2024) (2024). Pending patent. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: Not listed
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-0ccb8f8bff5df117.txt)

## VIDEO CONFERENCE DEVICE AND IMAGE ANALYSIS METHOD THEREOF

VIDEO CONFERENCE DEVICE AND IMAGE ANALYSIS METHOD THEREOF. Application number (US Patent): US18/421554 (Applied date: Jan 2024) (2024). Pending patent. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: Not listed
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-9ca75a838396097b.txt)

## 드라이브 스루 매장 주변의 교통체증 개선을 위한 로봇을 활용한 음식 배송 시스템 및 그 방법

드라이브 스루 매장 주변의 교통체증 개선을 위한 로봇을 활용한 음식 배송 시스템 및 그 방법. Application number: 10-2024-0105820 (Applied date: Aug 2023) (2023). Pending patent. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: Not listed
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-53a626c8a7bcce7a.txt)

## 자연어처리 기반의 가사생성장치 및 방법

자연어처리 기반의 가사생성장치 및 방법. Application number: 10-2024-0045973 (Applied date: Apr 2023) (2023). Pending patent. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: Not listed
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-1d27b9058562165d.txt)

## 원격근무 보안을 위한 영상 분석 장치 및 방법

원격근무 보안을 위한 영상 분석 장치 및 방법. Application number: 10-2023-0075925 (Applied date: Jun 2023) (2023). Pending patent. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: Not listed
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-4a97eb8cb1ef47f0.txt)

## 화상 회의 장치 및 그것의 영상 품질 검증 방법

화상 회의 장치 및 그것의 영상 품질 검증 방법. Application number: 10-2023-0057246 (Applied date: May 2023) (2023). Pending patent. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: Not listed
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-6a092e62cd985cd2.txt)

## 화상 회의 장치 및 그것의 영상 분석 방법

화상 회의 장치 및 그것의 영상 분석 방법. Application number: 10-2023-0057245 (Applied date: May 2023) (2023). Pending patent. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: Not listed
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-ed18c936d0c48586.txt)

## 교통 데이터 프로세서, 교통 관제 시스템 및 교통 데이터 처리 방법

교통 데이터 프로세서, 교통 관제 시스템 및 교통 데이터 처리 방법. Registration number: 10-2523637 (Registered date: May 2021) (2021). Registered patent. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: Not listed
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-4cb8ac87c16cc16e.txt)

## 축사 개체 탐지 장치 및 방법

축사 개체 탐지 장치 및 방법. Registration number: 10-1793790 (Registered date: Oct 2017) (2017). Registered patent. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: Not listed
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-97750ddfcbb62c63.txt)

## 닭의 발성음을 이용한 스트레스 탐지 및 분류 장치 및 방법

닭의 발성음을 이용한 스트레스 탐지 및 분류 장치 및 방법. Registration number: 10-1784058 (Registered date: Sep 2017) (2017). Registered patent. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: Not listed
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-79c21706c9356116.txt)

## 농장에서의 움직임 개체의 이동 궤적 트래킹 방법 및 장치

농장에서의 움직임 개체의 이동 궤적 트래킹 방법 및 장치. Registration number: 10-1595334 (Registered date: Feb 2016) (2016). Registered patent. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: Not listed
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-9c3bc5d0c789b054.txt)

## 대규모 데이터를 위한 서포트 벡터 머신 이진 트리 구조 갱신 장치 및 방법

대규모 데이터를 위한 서포트 벡터 머신 이진 트리 구조 갱신 장치 및 방법. Registration number: 10-1580202 (Registered date: Dec 2015) (2015). Registered patent. Bibliographic record maintained by VITA Lab, Hanyang University.
Authors: Not listed
[Bibliographic summary](https://vita.hanyang.ac.kr/publication-detail/record-e3daa9f01340c8a9.txt)

# 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.