[2025.07.23] (송정훈) VRU-Accident: A Vision-Language Benchmark for Video Question Answering and Dense Captioning for Accident Scene Understanding [pdf]

[2025.07.14] (홍석준) MJTG: A Multi-vehicle Joint Trajectory Generator for Complex and Rare Scenarios [pdf]

[2025.07.14] (백경선) Multimodal Large Language Model Driven Scenario Testing for Autonomous Vehicles [pdf]

[2025.07.02] (정희영) C-ITS 이용자 만족도와 단말기 장착 렌터카 사고분석 연구: 제주 C-ITS 실증사업 데이터를 활용하여 [pdf]

[2025.07.02] (백경선) Realistic Corner Case Generation for Autonomous Vehicles with Multimodal Large Language Model [pdf]

[2025.06.30] (조민형) DQN을 이용한 수요응답형 대중교통 차량 최적 경로 탐색 [pdf]

[2025.06.30] (조민형) 대중교통공백지역 수요응답형 교통의 상대적 효율성 및 영향요인 연구 [pdf]

[2025.06.23] (김성훈) LMDrive: Closed-Loop End-to-End Driving with Large Language Models [pdf]

[2025.06.18] (백경선) ChatSUMO: Large Language Model for Automating Traffic Scenario Generation in Simulation of Urban MObility [pdf]

[2025.06.16] (임재균) CLIP, Alpha-CLIP,  SAM-CLIP [pdf]

[2025.04.28] (송정훈) Model Context Protocol [pdf]

[2025.02.12] (백경선) DeepSeek [pdf]

[2025.01.15] (민현식) Predict then Propagate: Graph Neural Networks meet Personalized PageRank [pdf]

[2025.01.15] (이호우) Spatio-Temporal Context Graph Transformer Design for Map-Free Multi-Agent Trajectory Prediction [pdf]

[2025.01.13] (민현식) MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing [pdf]

[2025.01.13] (민현식) Anti-Symmetric DGN: a stable architecture for Deep Graph Networks [pdf]

[2024.12.26] (김성훈) 미세 조정을 통한 VideoLLaMA2 기반의 보행자 도로 보행 예측 및 안전성 강화 [pdf]

[2024.12.11] (임재균) TransGPT: Multi-modal Generative Pre-trained Transformer for Transportation [pdf]

[2024.12.11] (김성훈) AccidentGPT: Accident Analysis and Prevention from V2X Environmental Perception with Multi-modal Large Model [pdf]

[2024.11.14] (김병훈) Can Language Beat Numerical Regression? Language-Based Multimodal Trajectory Prediction [pdf]

[2024.11.14] (진주빈) DiffTraj: Generating GPS Trajectory with Diffusion Probabilistic Model [pdf]

[2024.11.07] (김성훈) Learning the Pedestrian-Vehicle Interaction for Pedestrian Trajectory Prediction [pdf]

[2024.11.07] (이호우) Detection of Collision-Prone Vehicle Behavior at Intersections Using Siamese Interaction LSTM [pdf]

[2024.11.07] (김진성) Body Part-Based Representation Learning for Occluded Person Re-Identification [pdf]

[2024.10.30] (김성훈) Modeling interpertable social interactions for pedestrian trajectory [pdf]

[2024.10.30] (이호우) Vehicle Trajectory Prediction at Intersections using Interaction based Generative Adversarial Networks [pdf]

[2024.10.30] (김진성) Deep Learning based Person Re-identification with RGB-D sensors [pdf]

[2024.10.10] (김진성) Deep Learning for Person Re-identification: A Survey and Outlook [pdf]

[2024.09.23] (김병훈) Eagle: Exploring The Design Space for Multimodal LLMs with Mixture of Encoders [pdf]

[2024.09.23] (백경선) Place identity: a generative AI’s perspective [pdf]

[2024.09.09] (진주빈) Transfusion: Predict the Next Token and Diffuse Images with One Multi-Modal Model [pdf]

[2024.09.09] (진주빈) CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer [pdf]

[2024.09.09] (송정훈) Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks [pdf]

[2024.08.29] (김병훈) SAM 2: Segment Anything in Images and Videos [pdf]

[2024.08.29] (홍석준) DINOv2: Learning Robust Visual Features without Supervision [pdf]

[2024.08.29] (민현식) Llama 3.1 [pdf]

[2024.07.10] (김병훈) Federated learning for smart cities: A comprehensive survey [pdf]

[2024.05.30] (송정훈) DroneTalk: An Internet-of-Things-Based Drone System for Last-Mile Drone Delivery [pdf]

[2024.05.16] (임재균) Video Action Recognition for Lane-Change Classification and Prediction of Surrounding Vehicles [pdf]

[2024.05.16] (홍석준) An integrated car-following and lane changing vehicle trajectory prediction algorithm based on a deep neural network [pdf]

[2024.05.16] (민현식) End-to-End Object Detection with Transformers [pdf]

[2024.05.02] (김진성) 보행교통사고 다발지역 예측을 위한 딥러닝의 적용 : 수도권 노인과 어린이 보행교통사고를 중심으로 [pdf]

[2024.05.02] (김성훈) 교통카드데이터를 활용한 대중교통 수단선택 형태분석: 버스의 도시 철도에 대한 대체 및 경합을 중심으로 [pdf]

[2024.05.02] (이윤지) Lv4+ 자율주행 테스트 시나리오 개발을 위한 자율주행차량 위험 사례 분석 : 인지 음영을 중심으로 [pdf]

[2024.05.02] (이호우) CCTV 영상을 이용한 교통 정체 전파 인과 관계 분석 [pdf]

[2024.02.14] (김병훈) FL-FD: Federated learning-based fall detection with multimodal data fusion [pdf]

[2024.02.14] (민현식) Trajectory Prediction Neural Network and Model Interpretation Based on Temporal Pattern Attention [pdf]

[2024.02.07] (김병훈) Communication-Efficient Learning of Deep Networks from Decentralized Data [pdf]

[2024.02.05] (김성훈) 이동통신 기반 기종점 통행량 데이터를 활용한 도시 내 젠더 공간 분석 [pdf]

[2024.02.05] (백경선) Research on Multi-class Road Obstacle Recognition and Decision Based on YOLOP Combine YOLOV5 Algorithm [pdf]

[2024.01.31] (홍석준) A Unified modeling framework for lane change intention recognition and vehicle status prediction [pdf]

[2024.01.31] (김병훈) Conflux LSTMs Network: A Novel Approach for Multi-View Action Recognition [pdf]

[2024.01.31] (민현식) Traffic Predict: Trajectory Prediction for Heterogeneous Traffic-Agents [pdf]

[2024.01.22] (임재균) Prediction of Lane-Changing Maneuvers with Automatic Labeling and Deep Learning [pdf]

[2024.01.22] (김성훈) A Real-Time Passenger Flow Estimation and Prediction Method for Urban Bus Transit Systems [pdf]

[2024.01.22] (백경선) Solving the vehicle routing problem with drone for delivery services using an ant colony optimization algorithm [pdf]

[2024.01.18] (홍석준) Early lane change prediction for automated driving systems using multi-task attention-based Convolutional Neural Networks [pdf]

[2024.01.18] (송정훈) 무인기를 이용한 Last-Mile 서비스를 위한 배송 자동화 및 영상기반 착륙 알고리즘 연구 [pdf]

[2024.01.08] (임재균) Lane changing models: a critical review [pdf]

[2024.01.08] (김성훈) Road accident prediction and model interpretation using a hybrid K means and random forest algorithm approach [pdf]

[2024.01.08] (백경선) 드론 영상 기반 딥러닝 알고리즘을 이용한 불법 주정차 번호 인식 기술 [pdf]

[2023.12.21] (송정훈) Last mile delivery by drones an estimation of viable market potential and access to citizens across European cities [pdf]

[2023.12.21] (홍석준) Surrounding vehicles lane change maneuver prediction and detection [pdf]

[2023.10.30] (진주빈) NetCube: a comprehensive network traffic analysis model based on multidimensional OLAP data cube [pdf]

[2023.10.30] (홍석준) An integrated lane change prediction model incorporating traffic context based on trajectory data [pdf]

[2023.10.30] (김병훈) QPIC: Query-Based Pairwise Human-Object Interaction Detection with Image-Wide Contextual Information [pdf]

[2023.09.18] (김성훈) Modeling vehicle–pedestrian interactions outside of crosswalks [pdf]

[2023.09.04] (진주빈) Effects of tougher school zone laws on road traffic safety in school zones for children in South Korea [pdf]

[2023.08.22] (임재균) Lane-Change Detection Based on Vehicle-Trajectory Prediction [pdf]

[2023.08.16] (김병훈) Real-time pedestrian pose estimation, tracking and localization for social distancing [pdf]

[2023.08.16] (민현식) 치열 교정을 위한 딥러닝 기반 치아 분할 [pdf]

[2024.02.14] (이호우) Machine Learning – Hidden Markov Models [pdf]

[2024.02.07] (김진성) Machine Learning – KNN, Cluster Analysis [pdf]

[2024.01.31] (이호우) Machine Learning – PCA (Principal Component Analysis) [pdf]

[2024.01.24] (김진성) Machine Learning – Decision Tree, Random Forest, Boosting [pdf]

[2024.01.15] (이호우) Machine Learning – Logistic Regression [pdf]

[2024.01.11] (김진성) Machine Learning – Linear Regression [pdf]

[2023.08.01] (진주빈) Machine Learning – 비지도학습 [pdf]

[2023.07.25] (민현식) Machine Learning – 딥러닝 최적화 [pdf]

[2023.07.18] (임재균) Machine Learning – 딥러닝 [pdf]

[2023.07.11] (김성훈) Machine Learning – 다층 퍼셉트론 [pdf]

[2023.06.28] (조영서) Machine Learning – 기계학습, 선형대수, 확률과 통계, 최적화 [pdf]