• Title/Summary/Keyword: Vehicle detection

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Fast On-Road Vehicle Detection Using Reduced Multivariate Polynomial Classifier (축소 다변수 다항식 분류기를 이용한 고속 차량 검출 방법)

  • Kim, Joong-Rock;Yu, Sun-Jin;Toh, Kar-Ann;Kim, Do-Hoon;Lee, Sang-Youn
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.37 no.8A
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    • pp.639-647
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    • 2012
  • Vision-based on-road vehicle detection is one of the key techniques in automotive driver assistance systems. However, due to the huge within-class variability in vehicle appearance and environmental changes, it remains a challenging task to develop an accurate and reliable detection system. In general, a vehicle detection system consists of two steps. The candidate locations of vehicles are found in the Hypothesis Generation (HG) step, and the detected locations in the HG step are verified in the Hypothesis Verification (HV) step. Since the final decision is made in the HV step, the HV step is crucial for accurate detection. In this paper, we propose using a reduced multivariate polynomial pattern classifier (RM) for the HV step. Our experimental results show that the RM classifier outperforms the well-known Support Vector Machine (SVM) classifier, particularly in terms of the fast decision speed, which is suitable for real-time implementation.

A Study on the Assessment of Blind Spot Detection for Road Alignment (도로 선형에 따른 사각지역 감시장치 평가에 관한 연구)

  • Lee, Hongguk;Park, Hwanseo;Chang, Kyungjin;Yoo, Songmin
    • Journal of Auto-vehicle Safety Association
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    • v.4 no.1
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    • pp.27-32
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    • 2012
  • Recently, in order to reduce traffic accident related fatalities, increasing number of studies are conducted regarding the vehicle safety enhancement devices. But very few studies about test procedures and requirements for vehicle safety systems are being carried out. Since BSD, as one of the most important safety features, is installed on a new vehicle, its performance test method has to be evaluated. Independent factors irrelevant to the device types including collision position, vehicle speed and closing speed are used to calculate test distance away from the current vehicle. Effect of roadway geometry as radius of curvature is introduced to propose possible misjudgement of following vehicle as adjacent one. The study results would be utilized to enhance the test procedure of BSD performance.

The Concept of Parking/Moving Vehicle Discrimination by Three-Line Scanner Imagery

  • Puntavungkour, Sompoch;Shibasaki, Ryosuke
    • Proceedings of the KSRS Conference
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    • 2003.11a
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    • pp.1427-1429
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    • 2003
  • In our contribution, the new idea of parking/moving discrimination is proposed by using Three Line Scanner Imagery. The framework of our study consists of three main stages: preprocessing, vehicle detection and parking/moving detection respectively. First two stages of framework have been done in our previous work. Parking/ Moving Discrimination algorithm have been developed by using generic vehicle characteristics and some principle of photogrammetry. By using detected vehicles from our previous work, stopping/moving vehicles are able to discriminate. Moving vehicle is detected by detecting generic moving vehicle in TLS, inter-band gap. Stopping vehicle is verified by 3 dimensional viewing of Stereoscopic measurement. Finally, the conceptual framework has been done and the result will been realized soon.

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A Study on Mine Detection System with Automatic Height Control (높이 자동제어가 가능한 차량 장착형 지뢰탐지장치에 대한 연구)

  • Kang, Sin Cheon;Chung, Hoe Young;Jung, Dae Yon;Sung, Gi Yeul;Kim, Do Jong;Kim, Ji Woong
    • Journal of the Korea Institute of Military Science and Technology
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    • v.20 no.4
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    • pp.558-565
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    • 2017
  • The vehicle-mounted mine detection system with large detection sensor modules can search wide areas with a fast detection speed. To mount the heavy mine detectors on a manned or unmanned vehicle, it is necessary to design the detector driving mechanism and control system based on the considerations driven from the characteristic analysis and the operation requirements of the detection system. Furthermore, while operating the mine detector mounted on a mobile vehicle, it is significant to keep the height from the ground to sensors within a certain distance in order to get a qualified detection performance. As the mine detection sensor, we used ground penetrating radar widely used to geotechnical exploration, mine detection and etc. In this paper, we introduce a driving mechanism through analyzing the characteristics of the vehicle-mounted mine detection system. We also suggest a method to automatically control the distance between the ground and GPR by utilizing the GPR output values, used to detect mines at the same time.

Thruster Fault Detection of the Launch Vehicle Upper Stage Attitude Control System (발사체 상단 자세제어 시스템의 추력기 고장 검출)

  • Lee, Soo-Jin;Kwon, Hyuk-Hoon;Hwang, Tae-Won;Tahk, Min-Jea
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.32 no.9
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    • pp.72-79
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    • 2004
  • A method for thruster fault diagnosis for launch vehicle upper stage was developed. In order to protect the launch vehicle against the occurrence of faults, it is necessary to detect and identify the fault, as well as to reconfigure the controller of the vehicle. Considering the upper stage launch vehicle using reaction control system, an analytical method was adopted in order to detect the fault occurred in thruster. The fault detection scheme can be applied to the system regardless of the form of thruster fault occurred - leakage or lock-out. Results from processor-in-the-loop simulation are provided to demonstrate the validity of this fault detection and isolation scheme for the upper stage launch vehicle.

A Method for Rear-side Vehicle Detection and Tracking with Vision System (카메라 기반의 측후방 차량 검출 및 추적 방법)

  • Baek, Seunghwan;Kim, Heungseob;Boo, Kwangsuck
    • Journal of the Korean Society for Precision Engineering
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    • v.31 no.3
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    • pp.233-241
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    • 2014
  • This paper contributes to development of a new method for detecting rear-side vehicles and estimating the positions for blind spot region or providing the lane change information by using vision systems. Because the real image acquired during car driving has a lot of information including the target vehicle and background image as well as the noises such as lighting and shading, it is hard to extract only the target vehicle against the background image with satisfied robustness. In this paper, the target vehicle has been detected by repetitive image processing such as sobel and morphological operations and a Kalman filter has been also designed to cancel the background image and prevent the misreading of the target image. The proposed method can get faster image processing and more robustness rather than the previous researches. Various experiments were performed on the highway driving situations to evaluate the performance of the proposed algorithm.

Vehicle License Plate Text Recognition Algorithm Using Object Detection and Handwritten Hangul Recognition Algorithm (객체 검출과 한글 손글씨 인식 알고리즘을 이용한 차량 번호판 문자 추출 알고리즘)

  • Na, Min Won;Choi, Ha Na;Park, Yun Young
    • Journal of Information Technology Services
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    • v.20 no.6
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    • pp.97-105
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    • 2021
  • Recently, with the development of IT technology, unmanned systems are being introduced in many industrial fields, and one of the most important factors for introducing unmanned systems in the automobile field is vehicle licence plate recognition(VLPR). The existing VLPR algorithms are configured to use image processing for a specific type of license plate to divide individual areas of a character within the plate to recognize each character. However, as the number of Korean vehicle license plates increases, the law is amended, there are old-fashioned license plates, new license plates, and different types of plates are used for each type of vehicle. Therefore, it is necessary to update the VLPR system every time, which incurs costs. In this paper, we use an object detection algorithm to detect character regardless of the format of the vehicle license plate, and apply a handwritten Hangul recognition(HHR) algorithm to enhance the recognition accuracy of a single Hangul character, which is called a Hangul unit. Since Hangul unit is recognized by combining initial consonant, medial vowel and final consonant, so it is possible to use other Hangul units in addition to the 40 Hangul units used for the Korean vehicle license plate.

Fabrications and Characteristics of Infrared Sensor for Passenger Conditional Detection in Vehicle (차량 내 탑승자 상태 인식용 적외선 센서의 제조 및 특성)

  • Lee, Sung-Hyun;Nam, Tae-Woon
    • Journal of the Korean Institute of Electrical and Electronic Material Engineers
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    • v.22 no.3
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    • pp.222-229
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    • 2009
  • A noble infrared sensor was studied for passenger conditional detection in vehicle, This research relates to uncooled infrared sensors for detecting the presence, type and temperature of occupants in vehicle. It sense that the occupants purpose to control the smart airbag for safety in the case of adult or child and to control the automatic air conditioning for convenience. This paper described the design and the fabrication of microbolometers which were composed of 2 by 8 elements using the surface micromachining technology. The characteristics of the array were investigated in the spectral region of $8{\sim}12{\mu}m$. The fabricated detectors exhibited the thermal mass of $7.05{\times}10^{-9}\;J/K$, the thermal conductance of $1.03{\times}10^{-6}\;W/K$, the thermal time constant of 6.8 ms, the responsivity of $2.96{\times}10^4\;V/W$ and the detectivity of $1.01{\times}10^9\;cmHz^{1/2}/W$, at the chopper frequency of 10 Hz and the bias current of $4.4{\mu}A$. We could successfully detect the human body condition in the divided zone. As a results, we concluded that microbolometer optimized in this research could be useful for the application of passenger conditional detection in vehicle.

Development of Vehicle Detection System by Using Motion Vector of Corner Point (특징점의 모션벡터를 이용한 차량 검지 시스템 개발)

  • Han, Sang-Hoon
    • Journal of the Korea Society of Computer and Information
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    • v.12 no.1 s.45
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    • pp.261-267
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    • 2007
  • The research about Intelligence Transport Systems(ITS) is actively studied for the traffic problem solution recently. Also, the various methods to detect vehicles moving in the roads are studied. This research using image processing technology is to give the drivers the road information quickly by developing Vehicle Detection System that detects through traffics. Purpose or this research is developing efficient algorithm to facilitate hardware composition. We use morphology method to extract corner points in the images captured by CCD camera. Also, the proposed algorithm detects vehicle's moving area by using motion vectors between corner points. The experiments of the proposed algorithm whose processing time was shortened show good results in vehicle detection on the live road images.

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Vehicle Plate Detection Method by Measuring Plane Similarity Using Depth Information (깊이 정보로 평면 유사도 측정을 통한 자동차 번호판 검출 방법)

  • Lee, Dong-Seok;Kwon, Soon-Kak
    • Journal of Korea Society of Industrial Information Systems
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    • v.24 no.2
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    • pp.47-55
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    • 2019
  • In this paper, we propose a method for vehicle plate detection using depth information which is not influenced by illumination. The 3D camera coordinates of pixels in each block are obtained by using the depth information. Factors of the plane in the block are calculated by 3D coordinates of pixels. After that, the plane similarity between adjacent blocks is calculated by comparing between factors of planes. The adjacent blocks are grouped if the plane similarity is high so that the plane areas are detected. The actual height and width of the plane area are calculated by using depth information and compared with the vehicle plate in order to detect the vehicle plate.