지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 국제구조공학회 Smart Structures and Systems, An International Journal Smart Structures and Systems, An International Journal Vol.27 No.6
- 발행연도
- 2021.1
- 수록면
- 1,031 - 1,040 (10page)
이용수
초록· 키워드
오류제보하기
Implementing unmanned aerial vehicles (UAVs) on concrete surface-crack inspection leads to a promising visual crack detection approach. One of the challenges for automated field visual cracking inspection is image degradation caused by the rain or fog and motion blur during data acquisition. The present study combines two deep neural networks to address the image degradation problem. By using the Variance of Laplacian algorithm for quantifying image clarity, the proposed deep neural networks can remarkably enhance the sharpness of the degraded images. After vision enhancement process, Mask Region Convolutional Neutral Network (Mask R-CNN) was developed to perform automated crack identification and segmentation. Results show a 8~13% enhancement in prediction accuracy compared to the degraded images, indicating that the proposed deep learning-based vision enhancement method can effectivey identify and segment concrete surface cracks from photos captured by UAVs.
목차
등록된 정보가 없습니다.
참고문헌 (59)
참고문헌 신청
Ikhlas Abdel-Qader / 2003 / Analysis of Edge-Detection Techniques for Crack Identification in Bridges / Journal of Computing in Civil Engineering 17(4):255~263
Smriti Agarwal / 2015 / An Adaptive Statistical Approach for Non-Destructive Underline Crack Detection of Ceramic Tiles Using Millimeter Wave Imaging Radar for Industrial Application / IEEE Sensors Journal 15(12):7036~7044
Mohamad Ali-Dib / 2020 / Automated crater shape retrieval using weakly-supervised deep learning / Icarus 345:113749
Suseela Alla / 2020 / Integrated methodology of structural health monitoring for civil structures / Materials Today: Proceedings 27:1066~1072
Bang, S. / 2018 / A deep residual network with transfer learning for pixel-level road crack detection / Proceedings of the International Symposium on Automation and Robotics in Construction
Smriti Agarwal / 2015 / An Adaptive Statistical Approach for Non-Destructive Underline Crack Detection of Ceramic Tiles Using Millimeter Wave Imaging Radar for Industrial Application / IEEE Sensors Journal 15(12):7036~7044
Mohamad Ali-Dib / 2020 / Automated crater shape retrieval using weakly-supervised deep learning / Icarus 345:113749
Suseela Alla / 2020 / Integrated methodology of structural health monitoring for civil structures / Materials Today: Proceedings 27:1066~1072
Bang, S. / 2018 / A deep residual network with transfer learning for pixel-level road crack detection / Proceedings of the International Symposium on Automation and Robotics in Construction
함께 읽어보면 좋을 논문
논문 유사도에 따라 DBpia 가 추천하는 논문입니다. 함께 보면 좋을 연관 논문을 확인해보세요!
-
Performance Comparison of Mask R-CNN and Deep Crack Algorithms for Crack segmentation
한국콘크리트학회 학술대회 논문집
2023 .05
-
딥러닝 및 영상처리 기술을 활용한 콘크리트 균열 검출 방법
대한건축학회 논문집 - 구조계
2019 .11
-
건물 안전 진단을 위한 딥러닝 기반의 외벽 균열 검출 방법
대한설비관리학회지
2021 .12
-
드론 촬영 정사영상을 이용한 합성곱 신경망 딥러닝 알고리즘 기반 콘크리트 균열 자동평가 시스템
대한건축학회 학술발표대회 논문집
2021 .10
-
Crack growth prediction on a concrete structure using deep ConvLSTM
Smart Structures and Systems, An International Journal
2024 .04
-
Automated Detection of Surface Cracks and Numerical Correlation with Thermal‑Structural Behaviors of Fire Damaged Concrete Beams
International Journal of Concrete Structures and Materials
2020 .05
-
An active learning method with difficulty learning mechanism for crack detection
Smart Structures and Systems, An International Journal
2022 .01
-
UAV-based bridge crack discovery via deep learning and tensor voting
Smart Structures and Systems, An International Journal
2024 .02
-
Smartphone-based structural crack detection using pruned fully convolutional networks and edge computing
Smart Structures and Systems, An International Journal
2022 .01
-
Crack analysis of reinforced concrete members with and without crack queuing algorithm
Structural Engineering and Mechanics, An Int＇l Journal
2019 .01
-
역학적 파동을 이용한 콘크리트 내부 수직균열 탐사 시스템
대한건축학회 학술발표대회 논문집
2022 .10
-
스테레오 비전을 이용한 포인트 클라우드 기반의 콘크리트 구조물 균열 탐지 및 측정 기술
제어로봇시스템학회 국내학술대회 논문집
2021 .06
-
교량 안전점검을 위한 딥러닝 기반 균열 분석에 관한 연구
Proceedings of KIIT Conference
2021 .06
-
Mask2Former 를 이용한 크랙 시맨틱 분할
제어로봇시스템학회 논문지
2023 .12
-
콘크리트 균열 탐지를 위한 딥 러닝 기반 CNN 모델 비교
대한건축학회 논문집 - 구조계
2020 .03
-
Morphological segmentation based on edge detection-II for automatic concrete crack measurement
Computers and Concrete, An International Journal
2018 .01
-
Mask R-CNN을 이용한 항공 영상에서의 도로 균열 검출
한국산업정보학회논문지
2019 .06
-
SAMT: Shape-aware Multi-task Deep Convolutional Model for Crack Identification
대한전자공학회 학술대회
2023 .06
-
드론 활용 교량 안전점검을 위한 딥러닝 균열 분석에 관한 연구
한국정보기술학회논문지
2021 .12
-
High-rise Structure Crack Information Analyzing System using Small Unmanned Aerial Vehicles
INTERNATIONAL CONFERENCE ON FUTURE INFORMATION & COMMUNICATION ENGINEERING
2015 .06
이 논문의 저자 정보
최근 본 자료
댓글(0)
0