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
- 발행연도
- 2020.1
- 수록면
- 183 - 192 (10page)
이용수
초록· 키워드
오류제보하기
An intelligent transportation system (ITS) generally contains an automatic traffic video-surveillance system as a primary subsystem. Such subsystem incorporates the capabilities of neural networks for the efficient and effective recognition and classification of complicated spatial and temporal patterns in real-world traffic scenarios. Notably, the properties of input vectors are the key factors in determining the performance of neural networks. These properties are governed by the method used to normalize these vectors; a simple linear scaling model is widely employed for normalizing input vectors. This study proposes the use of a nonlinear normalization model for input vector normalization. The proposed technique is subsequently applied to neural networks to resolve classification problems encountered when analyzing real-world traffic image data. The experimental results show that the proposed model can produce higher prediction accuracy, when compared to the existing linear-based approach models. This model has the potential to improve the performance in traffic machine vision applications.
목차
등록된 정보가 없습니다.
참고문헌 (17)
참고문헌 신청
W. Dong / 2019 / Research on vehicle detection algorithm based on convolutional neural network and combining color and depth images / IEEE 2nd International Conference on Information Systems and Computer Aided Education (ICISCAE) :274~277
L. W. Tsai / 2007 / Vehicle detection using normalized color and edge map / IEEE Transaction on Image Processing 16(3):850~864
R. O’Malley / 2011 / Vision-based detection and tracking of vehicles to the rear with perspective correction in low-light conditions / IET Intelligent Transport Systems 5(1):1~10
D. Kim / 2015 / Prediction Performance of Support Vector Machines with Fused Data in Road Scene Analysis / International Journal of Transportation 3(3):41~48
A. Mukherjee / 2020 / Back Propagation Neural Network Based Cluster Head Identification in MIMO Sensor Networks for Intelligent Transportation Systems / IEEE Access 8:28524~28532
L. W. Tsai / 2007 / Vehicle detection using normalized color and edge map / IEEE Transaction on Image Processing 16(3):850~864
R. O’Malley / 2011 / Vision-based detection and tracking of vehicles to the rear with perspective correction in low-light conditions / IET Intelligent Transport Systems 5(1):1~10
D. Kim / 2015 / Prediction Performance of Support Vector Machines with Fused Data in Road Scene Analysis / International Journal of Transportation 3(3):41~48
A. Mukherjee / 2020 / Back Propagation Neural Network Based Cluster Head Identification in MIMO Sensor Networks for Intelligent Transportation Systems / IEEE Access 8:28524~28532
함께 읽어보면 좋을 논문
논문 유사도에 따라 DBpia 가 추천하는 논문입니다. 함께 보면 좋을 연관 논문을 확인해보세요!
-
Combining Linear and Nonlinear Normalization Methods to Improve Learning Performance in Traffic Scene Recognition
아시아태평양융합연구교류논문지
2023 .01
-
Trafficked Away
International Digital Design Invitation Exhibition
2021 .08
-
Normalization of Input Vectors in Deep Belief Networks (DBNs) for Automatic Incident Detection
아시아태평양융합연구교류논문지
2018 .01
-
Network Traffic Measurement Analysis using Machine Learning
인공지능연구
2023 .06
-
딥러닝 신경망모형을 이용한 실시간 교통정보수집 연구
예술인문사회 융합 멀티미디어 논문지
2016 .05
-
Smart Traffic Congestion Prediction Scheme for Safety Traffic Service
한국콘텐츠학회 ICCC 논문집
2018 .12
-
교통 영상 정보에 변화 탐지 기법 적용을 통한 교통량 분석 기법에 관한 연구
정보기술아키텍처 연구
2018 .01
-
Neural : Future
International Digital Design Invitation Exhibition
2021 .08
-
Deep Neural Network Structure Design for Equipment Failure Prediction in Smart Factory
아시아태평양융합연구교류논문지
2021 .12
-
Research on improving traffic lights based on disaster prevention design -Focusing on Kyrgyzstan traffic light Design-
한국콘텐츠학회 ICCC 논문집
2023 .12
-
Classification of Fishing Operation Pattern Using Deep Neural Network
한국콘텐츠학회 ICCC 논문집
2018 .12
-
Spatial Temporal Convolution and LSTM Network for Predicting Traffic Flow
한국콘텐츠학회 ICCC 논문집
2019 .12
-
Object Recognition Using the Edge Orientation Histogram and Improved Multi-Layer Neural Network
The International journal of advanced culture technology
2018 .01
-
크라우드 소싱 기반의 교통 정보 서비스 설계 및 구현
한국콘텐츠학회논문지
2022 .02
-
Pattern analysis for short and long-term traffic prediction: a case study of Daejeon
한국콘텐츠학회 ICCC 논문집
2021 .12
-
Deep Learning Neural Networks for Automatic Vehicle Incident Detection
아시아태평양융합연구교류논문지
2018 .01
-
Spatio-Temporal Graph Neural Network-Based Method for Trajectory Prediction and Concealment Detection in Surveillance Systems
한국콘텐츠학회 ICCC 논문집
2024 .12
-
An Analysis of User Satisfaction with delivery types of Traffic Information
한국콘텐츠학회 ICCC 논문집
2015 .12
-
고정밀 이미지 분류기를 위한 엣지 강화 신경망
한국지식정보기술학회 논문지
2020 .01
-
Mobility Modes Classification Method using Convolution Neural Network
한국콘텐츠학회 ICCC 논문집
2019 .12
이 논문의 저자 정보
최근 본 자료
댓글(0)
0