• Title/Summary/Keyword: FLIR

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Development of a Low-Cost Thermal Image Hidden Fire Detector Using Open Source Hardware (오픈소스 하드웨어를 사용한 저비용 열화상 잔불탐지 장치 개발)

  • Moon, Sangook
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.23 no.12
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    • pp.1742-1745
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    • 2019
  • Hidden flame detection after allegedly extinguishing a fire cannot be emphasized enough. There are a few commercial hidden fire detection equipments which are imported, but the cost is relatively high. In this contribution, we propose a development of a low-cost, high-performance hidden flame detector using open-source hardware/software. We use Raspberry-pi based hardware board equipped with a TFT touch-screen LCD, a 3G modem, and an attachable battery device altogether integrated in a plastic case fabricated with a 3D printer. The proposed hidden flame detector shows the same performance of a commercial product FLIR E5 while consuming less than a half of the cost.

Object-based Compression Method for Machine Vision in Thermal Infrared Image (열 적외선 영상에서 기계를 위한 객체 기반 압축 기법)

  • Lee, Yegi;Kim, Shin;Yoon, Kyoungro;Lim, Hanshin;Choo, Hyon-Gon;Cheong, Won-Sik
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2021.06a
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    • pp.1-3
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    • 2021
  • 최근 딥러닝 기술에 발전으로 스마트 시티, 자율주행 자동차, 감시, 사물인터넷 등 다양한 분야에서 활용이 되고 있으며, 이에 따라 기계를 위한 영상 압축에 대한 필요성이 대두되고 있다. 본 논문에서는 열 적외선 영상에서 기계 소비를 위한 객체 기반 압축 기법을 제안한다. 신경망의 객체 탐지 결과와 객체 크기에 따라 이미지를 객체 부분과 배경 부분으로 나누어 서로 다른 압축률로 인/디코딩 한 후, 나눠진 이미지들 다시 하나의 이미지로 합치는 기법을 사용하여 압축하였으며, 이는 압축효율은 높이면서 객체 탐지 성능을 높게 유지한다. 실험 결과, 제안하는 방법이 Pareto mAP에서 BD-rate가 -28.92%로 FLIR anchor 결과와 비교했을 때 압축효율이 뛰어나다는 것을 확인할 수 있다.

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Extraction of Sea Surface Temperature in Coastal Area Using Ground-Based Thermal Infrared Sensor On-Boarded to Aircraft (지상용 열적외선 센서의 항공기 탑재를 통한 연안 해수표층온도 추출)

  • Kang, Ki-Mook;Kim, Duk-Jin;Kim, Seung Hee;Cho, Yang-Ki;Lee, Sang-Ho
    • Korean Journal of Remote Sensing
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    • v.30 no.6
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    • pp.797-807
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    • 2014
  • The Sea Surface Temperature (SST) is one of the most important oceanic environmental factors in determining the change of marine environments and ecological activities. Satellite thermal infrared images can be effective for understanding the global trend of sea surface temperature due to large scale. However, their low spatial resolution caused some limitations in some areas where complicated and refined coastal shapes due to many islands are present as in the Korean Peninsula. The coastal ocean is also very important because human activities interact with the environmental change of coastal area and most aqua farming is distributed in the coastal ocean. Thus, low-cost airborne thermal infrared remote sensing with high resolution capability is considered for verifying its possibility to extract SST and to monitor the changes of coastal environment. In this study, an airborne thermal infrared system was implemented using a low-cost and ground-based thermal infrared camera (FLIR), and more than 8 airborne acquisitions were carried out in the western coast of the Korean Peninsula during the periods between May 23, 2012 and December 7, 2013. The acquired thermal infrared images were radiometrically calibrated using an atmospheric radiative transfer model with a support from a temperature-humidity sensor, and geometrically calibrated using GPS and IMU sensors. In particular, the airborne sea surface temperature acquired in June 25, 2013 was compared and verified with satellite SST as well as ship-borne thermal infrared and in-situ SST data. As a result, the airborne thermal infrared sensor extracted SST with an accuracy of $1^{\circ}C$.

A Study on Clutter Rejection using PCA and Stochastic features of Edge Image (주성분 분석법 및 외곽선 영상의 통계적 특성을 이용한 클러터 제거기법 연구)

  • Kang, Suk-Jong;Kim, Do-Jong;Bae, Hyeon-Deok
    • Journal of the Institute of Electronics Engineers of Korea SC
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    • v.47 no.6
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    • pp.12-18
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    • 2010
  • Automatic Target Detection (ATD) systems that use forward-looking infrared (FLIR) consists of three stages. preprocessing, detection, and clutter rejection. All potential targets are extracted in preprocessing and detection stages. But, this results in a high false alarm rates. To reduce false alarm rates of ATD system, true targets are extracted in the clutter rejection stage. This paper focuses on clutter rejection stage. This paper presents a new clutter rejection technique using PCA features and stochastic features of clutters and targets. PCA features are obtained from Euclidian distances using which potential targets are projected to reduced eigenspace selected from target eigenvectors. CV is used for calculating stochastic features of edges in targets and clutters images. To distinguish between target and clutter, LDA (Linear Discriminant Analysis) is applied. The experimental results show that the proposed algorithm accurately classify clutters with a low false rate compared to PCA method or CV method

Efficient Preprocessing Method for Binary Centroid Tracker in Cluttered Image Sequences (복잡한 배경영상에서 효과적인 전처리 방법을 이용한 표적 중심 추적기)

  • Cho, Jae-Soo
    • Journal of Advanced Navigation Technology
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    • v.10 no.1
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    • pp.48-56
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    • 2006
  • This paper proposes an efficient preprocessing technique for a binary centroid tracker in correlated image sequences. It is known that the following factors determine the performance of the binary centroid target tracker: (1) an efficient real-time preprocessing technique, (2) an exact target segmentation from cluttered background images and (3) an intelligent tracking window sizing, and etc. The proposed centroid tracker consists of an adaptive segmentation method based on novel distance features and an efficient real-time preprocessing technique in order to enhance the distinction between the objects of interest and their local background. Various tracking experiments using synthetic images as well as real Forward-Looking InfraRed (FLIR) images are performed to show the usefulness of the proposed methods.

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An Experimental Study of the Wall Temperature of the Supersonic Impinging Coaxial Jet Using an FLIR (적외선 카메라를 이용한 초음속 충돌 동축제트의 벽면 온도 측정)

  • Gwak, Jong-Ho;Kumar, V. R. Sanal;Kim, Heuy-Dong
    • Proceedings of the KSME Conference
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    • 2004.04a
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    • pp.1631-1636
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    • 2004
  • The supersonic impinging jet has been extensively applied to rocket launching system, gas jet cutting control, gas turbine blade cooling, etc. In such applications, wall temperature of an object on which supersonic jet impinges is a very important factor to determine the performance and life of the device. However, wall temperature data of supersonic impinging jets are not enough to data. The present study describes an experimental work to measure the wall temperatures of a vertical flat plate on which supersonic, dual, coaxial jet impinges. An Infrared camera is employed to measure the wall temperature distribution on the impinging plate. The pressure ratio of the jet is varied to obtain the supersonic jets in the range of over-expanded to moderately under-expanded conditions at the exit of coaxial nozzle. The distance between the coaxial nozzle and the flat plate was also varied. The coaxial jet flows are visualized using a Shadow optical method. The results show that the wall temperature distribution of the impinging plate is strongly dependent on the jet pressure ratio and the distance between the nozzle and plate.

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Characteristics of Friction Welding of Bulk Metallic Glass Rods and Tubes (벌크 비정질 금속 봉재 및 튜브재의 마찰접합 특성)

  • Shin, Hyung-Seop;Park, Jung-Soo;Jung, Yoon-Chul
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.33 no.7
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    • pp.687-692
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    • 2009
  • The friction welding of Zr-based bulk metallic glass (BMG) rods and tubes to similar BMGs, and to crystalline metals were performed. An infrared thermal imager (FLIR-Thermal Cam SC-2000) was used to measure the temperature distribution at joining interface of the specimens during friction welding. All BMGs adopted in this study showed a successful friction joining to similar BMG. The shape of the protrusion formed at the weld interface were examined. In order to characterize the friction weld interface, the micrographic observation and the X-ray diffraction analysis on the weld cross-section were carried out. The obtained results were discussed based on the temperature distribution measured at the weld interface A successful joining of the BMGs to crystalline metals could be obtained for certain pairs of the material combination through the precise control of the friction condition. The residual strength after dissimilar friction welding of BMG was evaluated by the four-point bending test and compared with the cases of friction welding to similar materials.

Adversarial Attacks for Deep Learning-Based Infrared Object Detection (딥러닝 기반 적외선 객체 검출을 위한 적대적 공격 기술 연구)

  • Kim, Hoseong;Hyun, Jaeguk;Yoo, Hyunjung;Kim, Chunho;Jeon, Hyunho
    • Journal of the Korea Institute of Military Science and Technology
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    • v.24 no.6
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    • pp.591-601
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    • 2021
  • Recently, infrared object detection(IOD) has been extensively studied due to the rapid growth of deep neural networks(DNN). Adversarial attacks using imperceptible perturbation can dramatically deteriorate the performance of DNN. However, most adversarial attack works are focused on visible image recognition(VIR), and there are few methods for IOD. We propose deep learning-based adversarial attacks for IOD by expanding several state-of-the-art adversarial attacks for VIR. We effectively validate our claim through comprehensive experiments on two challenging IOD datasets, including FLIR and MSOD.

Experimental Interpretation of Heat Transmits Pattern on Warm Needling (온침의 열전달 특성에 대한 실험적 해석)

  • Yang, Seung-Bum;Park, Soon-Jae;Lee, Jae-Gun;Jung, Ji-Chul;Kim, Jae-Hyo
    • Korean Journal of Acupuncture
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    • v.34 no.3
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    • pp.109-115
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    • 2017
  • Objectives : Many researches have studied warm needling technique to standardize its treatment by temperature measurement and material differences in the effectiveness. The purpose of this study is to compare the temperature changes of the acupuncture needle shaft during the combustion process of the moxa stick to determine the heat transfer pattern of the warn needling. Methods : A moxa stick($7{\times}8mm$) was connected to one side of the needle shaft using a stainless steel needle(ø 0.3 mm, ø 0.5 mm, ø 0.8 mm, shaft length 40 mm) with the needle handle removed. During the warm needling, temperature changes of the needle shaft were observed with an infrared camera(Flir E30) and an infrared thermometer(TESTO 845). Results : In the normal condition, heat transmit of needle shaft increased at spots 10 mm and 25 mm below the moxa stick. The amount of heat transmit increased with the diameter of needle shaft. However, when the heat shield was installed to exclude radiant heat from the moxa stick, heat transfer was less at 10 mm below the moxa stick and no temperature change was observed at 25 mm below the moxa stick. Heat transfer by warm needling does not reach the end of needle shaft even in ø 0.8 mm needle. Conclusions : It is suggested that the radiant heat of moxa stick results in the heat transmit of acupuncture needle shaft. Thus, radiant heat transmit must be considered as one of the heat transfer characteristics of the warm needling.

The use of infrared thermography to detect the stages of estrus cycle and ovulation time in anatolian shepherd dogs

  • Olgac, Kemal Tuna;Akcay, Ergun;Cil, Beste;Ucar, Burak Mehmet;Daskin, Ali
    • Journal of Animal Science and Technology
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    • v.59 no.10
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    • pp.21.1-21.6
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    • 2017
  • Background: The aim of the study is to evaluate the effectiveness of thermographic monitoring, using the temperature changes of perianal and perivulvar areas for the determination of estrus in Anatolian Shepherd bitches. Fifteen bitches were used in the study. Blood and vaginal smear samples were collected and thermographic monitoring of perianal and perivulvar areas were carried out starting from proestrus to early diestrus. Also, external signs of estrus were investigated. Smear samples were evaluated by light microscopy after Diff-Quik staining method and superficial and keratinized superficial cells were determined as percentage (S + KS%). Progesterone and luteinizing hormone measurements were done by radioimmunoassay. The difference in temperature between perianal and perivulvar areas was evaluated through thermographic images by FLIR ResearchIR Software. Results: According to the results obtained from the study, differences between progesterone and S + KS% were statistically significant (P < 0,05). Although temperature showed increase and decrease with progesterone and S + KS%, the differences were not important statistically (P > 0,05). Serum luteinizing hormone levels did not sign any difference (P > 0,05). Conclusions: As a result, thermographic monitoring alone is not enough for estrus detection in Anatolian Shepherd bitches. However, it can be used to assist the actual estrus detection technique in terms of providing some foreknowledge by evaluating the differences in temperature.