연구활동 Research activities

논문
  • [국외]
  • Innovative Cucumber Phenotyping: A Smartphone-Based and Data-Labeling-Free Model, Electronics (Switzerland) 12 (2023)
  • Visual Intelligence in Smart Cities: A Lightweight Deep Learning Model for Fire Detection in an IoT Environment, Smart Cities 6 (2023)
  • ORCNN-X: Attention-Driven Multiscale Network for Detecting Small Objects in Complex Aerial Scenes, Remote Sensing 15 (2023)
  • VPBR: An Automatic and Low-Cost Vision-Based Biophysical Properties Recognition Pipeline for Pumpkin, Plants 12 (2023)
  • Vision-Based White Radish Phenotypic Trait Measurement with Smartphone Imagery, AGRONOMY-BASEL 13 (2023)
  • Toward explainable heat load patterns prediction for district heating, SCIENTIFIC REPORTS 13 (2023)
  • Toward explainable heat load patterns prediction for district heating, Scientific Reports 13 (2023)
  • Attention-guided multiscale neural network for defect detection in sewer pipelines, Computer-Aided Civil and Infrastructure Engineering (2023)
  • Lightweight pixel-level semantic segmentation and analysis for sewer defects using deep learning, Construction and Building Materials 371 (2023)
  • Artificial Humming Bird Optimization with Siamese Convolutional Neural Network Based Fruit Classification Model, Computer Systems Science and Engineering 47 (2023)
  • Deep learning-based masonry crack segmentation and real-life crack length measurement, CONSTRUCTION AND BUILDING MATERIALS 359 (2022)
  • Solutions of Detour Distance Graph Equations, SENSORS 22 (2022)
  • Dual-Sensor Signals Based Exact Gaussian Process-Assisted Hybrid Feature Extraction and Weighted Feature Fusion for Respiratory Rate and Uncertainty Estimations, SENSORS 22 (2022)
  • A Spatio-Temporal Graph Convolutional Network Model for Internet of Medical Things (IoMT), SENSORS 22 (2022)
  • Wild Chrysanthemums Core Collection: Studies on Leaf Identification, HORTICULTURAE 8 (2022)
  • Facial Landmark Detection With Learnable Connectivity Graph Convolutional Network, IEEE ACCESS 10 (2022)
  • Respiratory Rate Estimation Combining Autocorrelation Function-Based Power Spectral Feature Extraction with Gradient Boosting Algorithm, APPLIED SCIENCES-BASEL 12 (2022)
  • Daily and seasonal heat usage patterns analysis in heat networks (vol 12, pg 9165, 2022), SCIENTIFIC REPORTS 12 (2022)
  • Daily and seasonal heat usage patterns analysis in heat networks, SCIENTIFIC REPORTS 12 (2022)
  • Automatic tunnel lining crack evaluation and measurement using deep learning, Tunnelling and Underground Space Technology 124 (2022)
  • Deep Learning Enabled Disease Diagnosis for Secure Internet of Medical Things, Cmc-Computers Materials & Continua (2022)
  • An efficient attention module for instance segmentation network in pest monitoring, Computers and Electronics in Agriculture 195 (2022)
  • Vision-Based Defect Inspection and Condition Assessment for Sewer Pipes: A Comprehensive Survey, SENSORS 22 (2022)
  • Robust Sewer Defect Detection With Text Analysis Based on Deep Learning, IEEE ACCESS 10 (2022)
  • DefectTR: End-to-end defect detection for sewage networks using a transformer, Construction and Building Materials 325 (2022)
  • Intelligent Satin Bowerbird Optimizer Based Compression Technique for Remote Sensing Images, CMC-COMPUTERS MATERIALS & CONTINUA 72 (2022)
  • A robust instance segmentation framework for underground sewer defect detection, MEASUREMENT 190 (2022)
  • Pixel-level tunnel crack segmentation using a weakly supervised annotation approach, COMPUTERS IN INDUSTRY 133 (2021)
  • Deep learning-based sewer defect classification for highly imbalanced dataset, COMPUTERS & INDUSTRIAL ENGINEERING 161 (2021)
  • Multiple Object Tracking in Deep Learning Approaches: A Survey, ELECTRONICS 10 (2021)
  • Plant Disease Detection in Imbalanced Datasets Using Efficient Convolutional Neural Networks With Stepwise Transfer Learning, IEEE ACCESS 9 (2021)
  • Deep Learning-Based Short Story Generation for an Image Using the Encoder-Decoder Structure, IEEE ACCESS 9 (2021)
  • An Improved Web Caching System With Locally Normalized User Intervals, IEEE ACCESS 9 (2021)
  • Robust Korean License Plate Recognition Based on Deep Neural Networks, SENSORS 21 (2021)
  • UAV based wilt detection system via convolutional neural networks, Sustainable Computing-Informatics and Systems 28 (2020)
  • Sensor-based and vision-based human activity recognition: A comprehensive survey, Pattern Recognition 108 (2020)
  • A deep learning-based hybrid framework for object detection and recognition in autonomous driving, IEEE Access 8 (2020)
  • Smartphone-based bulky waste classification using convolutional neural networks, Multimedia Tools And Applications 79 (2020)
  • Image Classification Based on Automatic Neural Architecture Search Using Binary Crow Search Algorithm, IEEE Access 8 (2020)
  • Fusarium Wilt of Radish Detection Using RGB and Near Infrared Images from Unmanned Aerial Vehicles, Remote Sensing 12 (2020)
  • An Efficient Framework for Secure Image Archival and Retrieval System using Multiple Secret Share Creation Scheme, IEEE Access (2020)
  • Crop pest recognition in natural scenes using convolutional neural networks, Computers And Electronics In Agriculture 169 (2020)
  • Tampered and Computer-Generated Face Images Identification Based on Deep Learning, APPLIED SCIENCES-BASEL 10 (2020)
  • Optimal Color Correction Based on Image Analysis for Color Vision Deficiency, IEEE Access 7 (2019)
  • Underground sewer pipe condition assessment based on convolutional neural networks, Automation In Construction 106 (2019)
  • Underground sewer pipe condition assessment based on convolutional neural networks, Automation In Construction 106 (2019)
  • Face image manipulation detection based on a convolutional neural network, Expert Systems With Applications 129 (2019)
  • A Survey on Internet of Things and Cloud Computing for Healthcare, ELECTRONICS 8 (2019)
  • Deep Learning Based Computer Generated Face Identification Using Convolutional Neural Network, Applied Sciences 8 (2018)
  • Deep Learning Approach for Short-Term Stock Trends Prediction Based on Two-Stream Gated Recurrent Unit Network, IEEE Access 6 (2018)
  • Utilizing text recognition for the defects extraction in sewers CCTV inspection videos, Computers In Industry 99 (2018)
  • Automated Text Analysis based on Skip-gram Model for Food Evaluation in Predicting Consumer Acceptance, Computational Intelligence And Neuroscience (2018)
  • Background Information of Deep Learning for Structural Engineering, Archives Of Computational Methods In Engineering 25 (2018)
  • Deep convolutional neural network for classifying Fusarium wilt of radish from unmanned aerial vehicles, Journal Of Applied Remote Sensing 11 (2017)
  • Leukocytes Classification and Segmentation in Microscopic Blood Smear: A Resource-Aware Healthcare Service in Smart Cities, IEEE Access 5 (2017)
  • A Study on the Hardware Structure of a Real-Time Confusion-Line Separation Algorithm for Smartphone of Color Vision Deficiency, Advanced Science and Technology Letters Vol.8 (2012)
  • Interactive 3D Avatar Synthesis with a Photograph and its Facial Expressions on a Smartphone, Advanced Science and Technology Letters Vol.8 (2012)
  • Modeling and Analysis of Regular PIN Entry Method and Its Improvement, Advanced Science and Technology Letters Vol.8 (2012)
  • Breast image registration for PET-CT and MR based on 3D surface matching, Advanced Science and Technology Letters Vol.8 (2012)
  • Optimization of Face Recognition Algorithms for Smartphone Environment, Advanced Science and Technology Letters Vol.8 (2012)
  • 3D Face Representation Model for Multi-dimensional Face Recognition Algorithm, IEEE ATIS 2012 Vol.9 (2012)
  • Face Recognition Technology for Ubiquitous Computing Environment, HCI2009 San Diego, CA, USA LNCS 5615 (2009)
  • Development of Real-Time Face Detection Architecture for Household Robot Applications, HCI2009 San Diego, CA USA LNCS 5615 (2009)
  • Robust Active Appearance Model Based Upon Multi-linear Analysis against Illumination Variation, HCI2009 San Diego, CA, USA LNCS 5615 (2009)
  • Biometric Authentication for Border Control Applications, IEEE Transactions on Knowledge and Data Engineering 20-8 (2008)
  • Biometric User Authentication based on 3D Face Recognition under Ubiquitous Computing Environment, LNAI 4682 (2007)
  • Knowledge-based User Authentication with various biometrics, LNCS 4554 (2007)
  • 3D model based face recognition by face representation using PVM and pose approximation, LNCS 4555 (2007)
  • Biometric Driver Autentication based on 3D Face Recognition for Telematics Application, LNCS 4554 (2007)
  • Biometric Person Authentication for Access Control Scenario based on Face Recognition, LNCS 4554 (2007)
  • Face Representation Method using Pixel-to-Vertex Map (PVM) for 3D Model Based Face Recognition, (LNCS)ECCV 2006 Workshop on HCI 3979 (2006)
  • Face Recognition Using the Gabor Wavelet and 2-Dimensional PCA, International Journal of Computer Science and Network Security 5-11 (2005)
  • Muti-Modal Techniques for Identity Theft Prevention, Proceedings of HSI 2005, Springer-Verlag, LNCS 3597 (2005)
  • Multi-Modal Biometrics with PKIs for Border Control Applications, Proceedings of ICCA 2005, Springer-Verlag, LNCS 3480 (2005)
  • Multi-Modal Biometrics with PKI Technologies for Border Control Applications, Proceedings of IEEE-ISI 2005, Springer-Verlag, LNCS 3495 (2005)

  •  
  • [국내]
  • 자동차 번호인식률 향상을 위한 전후 처리 알고리즘 구현, 전기학회논문지 68 (2019)
  • CNN을 이용한 딥러닝 기반 하수관 손상 탐지 분류 시스템, 한국정보통신학회논문지 22 (2018)
  • 4차 산업혁명과 딥러닝, 한국공간구조학회지 (2017)
  • 환경변화에 강인한 눈 검출 알고리즘 성능향상 연구, 디지털융복합연구 14 (2016)
  • 스마트폰 환경의 인증 성능 최적화를 위한다중 생체인식 융합 기법 연구, 디지털융복합연구 13 (2015)
  • 안드로이드 환경의 다중생체인식 기술을 응용한 인증 성능 개선 연구, 멀티미디어학회논문지 16 (2013)
  • Efficient 3D Model based Face Representation and Recognition Algorithm using Pixel-to-Vertex Map (PVM) , KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS 5-1 (2011)
  • 모듈화된 얼굴인식 시스템을 이용한 성능 시험에 관한 연구, 전자공학회 논문지 42-SC-4 (2005)
특허
  • [국내]
  • 공동주택의 다중 도메인 이상 탐지 방법 및 그 장치, 2023-12 (출원)
  • 얼굴 진단 방법, 장치 및 프로그램, 2022-02 (출원)
  • 인공지능 기반 치아 진단 방법, 장치 및 프로그램, 2021-12 (출원)
  • 치장조적벽과 철물의 보강견적 산출시스템 및 그 산출방법, 2021-11 (등록)
  • 딥러닝 기반 하수도 결함 감지 방법 및 그 장치, 2021-08 (출원)
  • 치장조적벽과 철물의 보강견적 산출시스템 및 그 산출방법, 2021-04 (출원)
  • 무의 시들음 병 검출 방법 및 장치, 2020-11 (출원)
  • 웹 플랫폼을 활용한 치장조적 보강시스템, 2020-10 (출원)
  • 관능 평가 방법 및 그 장치, 2020-08 (등록)
  • 관능 평가 방법 및 그 장치, 2018-01 (출원)
저역서
  • MSAC (Marine AI Software Academy & Certificate), 2021-11
  • 모바일앱 및 오픈소스 SW 기반의 기초 프로그래밍, 2019-01
학술발표
  • UAV-assisted and deep learning-driven object detection and tracking for autonomous driving, 5th ACM Workshop on Drone-Assisted Wireless Communications for 5G and Beyond (DroneCom)(Mobicom), 2022-10
  • Robust masonry crack segmentation and measurement based on deep learning, The 8th International Conference on Next Generation Computing 2022(한국차세대컴퓨팅학회), 2022-10
  • 설명 가능한 인공지능 매개 에너지 수요 예측 및 효율성 연구, 한국방송미디어공학회 2022년 하계학술대회(한국방송미디어공학회), 2022-06
  • 환경변화에 강인한 딥러닝 기반의 터널 균열 측정 및 진단, 한국차세대컴퓨팅학회 춘계학술대회(한국차세대컴퓨팅학회), 2022-05
  • 어텐션 메커니즘을 활용한 딥러닝 기반의 번호판 검출 및 인식, 한국차세대컴퓨팅학회 춘계학술대회(한국차세대컴퓨팅학회), 2022-05
  • Regnet을 활용한 딥런이 기반의 하수관 결함 분류 최적화 모델, 한국차세대컴퓨팅학회 춘계학술대회(한국차세대컴퓨팅학회), 2022-05
  • 빅데이터 기반 열 공급망의 이상탐지를 위한 기계학습 방법 연구, 한국차세대컴퓨팅학회 춘계학술대회(한국차세대컴퓨팅학회), 2022-05
  • Face Recognition Using Shallow Age-Invariant Data, 36th International Conference of Image and Vision Computing New Zealand(Image and Vision Computing New Zealand (IVCNZ)), 2021-12
  • Deep Learning based detection and segmentation for masonry structural analysis: crack length measurement, The 7th International Conference on Next Generation Computing 2021(한국차세대컴퓨팅학회), 2021-11
  • Robust and Explainable Sewer Crack Detection based on a Transformer, The 7th International Conference on Next Generation Computing 2021(한국차세대컴퓨팅학회), 2021-11
  • Image Compression With Recurrent Neural Network and Generalized Divisive Normalization, CVPR 2021(IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)), 2021-06
  • U-net을 이용한 딥러닝 기반 조적벽 균열 탐지, 2021 한국차세대컴퓨팅학회 춘계학술대회 프로그램(한국차세대컴퓨팅학회), 2021-05
  • Deep learning-based Fusarium wilt detection using UAV imagery with Explainable Artificial Intelligence , The 5th International Conference on Next Generation Computing 2019(한국차세대컴퓨팅학회), 2019-12
  • 딥인코더-디코더 기반의 인공지능 포토 스토리텔러, 2019 한국정보처리학회 추계학술대회(한국정보처리학회), 2019-11
  • 심층 신경망 기반의 생활폐기물 자동 분류, 2019 한국방송 미디어공학회 추계학술대회(한국방송-미디어공학회), 2019-11
  • DEEPCRACK: CONCRETE INSPECTION FOR TUNNEL AND BRIDGE STRUCTURE USING CONVOLUTIONAL NEURAL NET AND DISTRIBUTED LEARNING PLATFORM, 2019 International Conference on Smart Cities(iSMARTi), 2019-07
  • 영아 돌연사 증후군 예방 솔루션, 2018 한국차세대컴퓨팅학회 춘계학술대회(한국차세대컴퓨팅학회), 2018-05
  • 영상 인식을 이용한 길고양이 자동급식기, 2018 한국차세대컴퓨팅학회 춘계학술대회(한국차세대컴퓨팅학회), 2018-05
  • 스마트폰 사진 합성을 통한 3D 아바타 모델링, 2018 한국차세대컴퓨팅학회 춘계학술대회(한국차세대컴퓨팅학회), 2018-05
  • 딥러닝 기반 주식 가격 경향 예측 프레임워크, 2018 한국차세대컴퓨팅학회 춘계학술대회(한국차세대컴퓨팅학회), 2018-05
  • VoiceLock:화자인식을 이용한 스마트 자물쇠, 2018 한국차세대컴퓨팅학회 춘계학술대회(한국차세대컴퓨팅학회), 2018-05
  • 열화상 카메라 기반의 영상 분석 및 동체 인지를 통한 가상펜스 설계, 2018 한국차세대컴퓨팅학회 춘계학술대회(한국차세대컴퓨팅학회), 2018-05
  • 스마트폰 사진 합성을 통한 3D 아바타 모델링, 한국정보처리학회 2018 춘계학술대회(한국정보처리학회), 2018-05
  • 온라인 빅데이터를 통한 소비자 선호도의 딥러닝 기반 분석기법 연구, 2018 한국차세대컴퓨팅학회 춘계학술대회(한국차세대컴퓨팅학회), 2018-05
  • 증강현실과 사물인식을 이용한 메뉴 서비스 애플리케이션, 한국컴퓨터그래픽스학회 학술대회(한국컴퓨터그래픽스학회), 2017-07
  • 얼굴 및 사물인식 기술을 적용한 IoT 기반의 금고 시스템, 한국컴퓨터종합학술대회(한국정보과학회), 2016-06
  • 얼굴인식 기반 전자출결 시스템, 한국컴퓨터종합학술대회(한국정보과학회), 2016-06
  • 안드로이드 환경의 MCT 기반 얼굴검출 알고리즘 성능 향상 연구, 2014 한국컴퓨터종합학술대회(한국정보과학회), 2014-06
  • 3D Face Representation using Inverse Compositional Image Alignment for Multimodal Face Recognition, Frontier and Innovation in Future Computing and Communications (FCC 2014)(FTRA, KIPS(한국정보처리학회)), 2014-01
  • 스마트폰 환경 기반의 실시간 물체인식 시스템 연구, 대한전자공학회 하계학술대회(대한전자공학회), 2013-07
  • Optimization for Mobile based Face Authenticationby Floating to Integer Representation, The International Conference on Computer Applications and Information Processing Technology (CAIPT)(한국정보처리학회 (CAIPT 2013)), 2013-06
  • 다중 생체인식 기반의 모바일 인증 시스템 성능 개선, 한국정보처리학회 춘계 학술대회(한국정보처리학회), 2013-05
  • iOS 환경의 Gabor 필터를 이용한 얼굴인식 시스템 최적화 연구, 하계학술대회(대한전자공학회), 2012-06
  • 안드로이드 환경 기반 화자식별 시스템의 최적화 연구, 하계학술대회(전자공학회), 2012-06
  • 안드로이드 환경을 위한 얼굴검출 시스템 최적화 연구, 전자공학회 추계학술대회, 2011-11
  • iOS 환경의 MCT 알고리즘을 이용한 얼굴검출 시스템 구현, 전자공학회 추계학술대회, 2011-11
  • iPhone OS 환경을 위한 얼굴인식 시스템 최적화, 전자공학회 하계학술대회, 2011-06
  • 안드로이드 환경을 위한 얼굴인식 시스템 최적화 연구, 전자공학회 하계학술대회, 2011-06
  • Breast Image Registration of 3D Surface-Point Using Iterative Closet Point (ICP) Method, CNSI 2011, 2011-05
  • Object Detection using FAST Corner Detector based on Smartphone Platforms, CNSI 2011, 2011-05
  • 스마트폰 환경에서 Speed Up Robust Feature (SURF) 알고리즘을 적용한 물체 인식 기술 연구, 대한전자공학회, 추계학술대회, 2010-11
  • 유방 영상의 3D shape 생성을 위한 레벨 셋 기법을 이용한 유방 영상의 분할 기법, 대한전자공학회, 추계학술대회, 2010-11
  • 3D Model based Face Recognition using Inverse Compositional Image Alignment, ITCS2010, 2010-08
  • 모바일 환경에 적합한 피부색과 에지 정보를 이용한 얼굴 영역 검출, 대한전자공학회, 하계학술대회, 2010-06
  • 모바일 환경에서의 정확한 얼굴 영역 검출에 관한 연구, 대한전자공학회, 하계학술대회, 2010-06
  • Mobile 환경에 적합한 얼굴 검출 알고리즘의 성능 평가를 통한 최적화 연구, 2009 대한전자공학회 추계학술대회, 2009-11
  • 모바일 환경에 적합한 얼굴 검출 알고리즘의 정확도 향상에 관한 연구, 2009 대한전자공학회 추계학술대회, 2009-11
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  • 3차원 얼굴인식을 위한 픽셀 대 정점 맵 기반 얼굴 표현방법, 2006 하계학술대회(대한전자공학회)(대한전자공학회), 2006-06