• Title/Summary/Keyword: 탐지지연시간

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Comparison analysis of YOLOv10 and existing object detection model performance

  • Joon-Yong Kim
    • Journal of the Korea Society of Computer and Information
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    • v.29 no.8
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    • pp.85-92
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    • 2024
  • In this paper presents a comparative analysis of the performance between the latest object detection model, YOLOv10, and its previous versions. YOLOv10 introduces NMS-Free training, an enhanced model architecture, and an efficiency-centric design, resulting in outstanding performance. Experimental results using the COCO dataset demonstrate that YOLOv10-N maintains high accuracy of 39.5% and low latency of 1.84ms, despite having only 2.3M parameters and 6.7G floating-point operations (FLOPs). The key performance metrics used include the number of model parameters, FLOPs, average precision (AP), and latency. The analysis confirms the effectiveness of YOLOv10 as a real-time object detection model across various applications. Future research directions include testing on diverse datasets, further model optimization, and expanding application scenarios. These efforts aim to further enhance YOLOv10's versatility and efficiency.

A Study on Apparatus of Human Body Antenna for Mine Detection (지뢰탐지용 휴먼바디 안테나 장치 연구)

  • Kim, Chi-Wook;Koo, Kyong-Wan;Cha, Jae-Sang
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.15 no.2
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    • pp.269-272
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    • 2015
  • this is the study of the human body antenna device which can detect the powder in a 360-degree on(under) the ground whether it is metal or nonmetal using superhigh frequency RF beam equipped with the body. and it is able to transmit the data of the detection of the powder, battle combats can share that among them. with its flexible roof radial antenna structure, it emits the superhigh frequency RF beam to the front and flank multiply, preprocesses through the powder preprocessing part. and with the non-linear regression model algorism engine part, reflecting the attenuation characteristics depend on the delayed time of degree of the signal power which is received to the superhigh frequency RF beam. so it is able to detect the signal of the most likely mine or powder based on the degree of the answer signal power according to the delayed time of the superhigh frequency RF beam. also, it can detect the powder whether it is metal or nonmetal, mine, dud, VBIED. it can increase the chance of detection about 90% more than existing mine detector.

Stateful Virtual Proxy Server for Attack Detection based on SIP Protocol State Monitoring Mechanism (SIP 프로토콜 상태정보 기반 공격 탐지 기능을 제공하는 가상 프록시 서버 설계 및 구현)

  • Lee, Hyung-Woo
    • Journal of Internet Computing and Services
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    • v.9 no.6
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    • pp.37-48
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    • 2008
  • VoIP service is a transmission of voice data using SIP protocol on IP based network, The SIP protocol has many advantages such as providing IP based voice communication and multimedia service with cheap communication cost and so on. Therefore the SIP protocol spread out very quickly. But, SIP protocol exposes new forms of vulnerabilities on malicious attacks such as Message Flooding attack and protocol parsing attack. And it also suffers threats from many existing vulnerabilities like on IP based protocol. In this paper, we propose a new Virtual Proxy Server system in front of the existed Proxy Server for anomaly detection of SIP attack and stateful management of SIP session with enhanced security. Based on stateful virtual proxy server, out solution shows promising SIP Message Flooding attack verification and detection performance with minimized latency on SIP packet transmission.

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Position error estimation of sub-array in passive ranging sonar based on a genetic algorithm (유전자 알고리즘 기반의 수동측거소나 부배열 위치오차 추정)

  • Eom, Min-Jeong;Kim, Do-Young;Park, Gyu-Tae;Shin, Kee-Cheol;Oh, Se-Hyun
    • The Journal of the Acoustical Society of Korea
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    • v.38 no.6
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    • pp.630-636
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    • 2019
  • Passive Ranging Sonar (PRS) is a type of passive sonar consisting of three sub-array on the port and starboard, and has a characteristic of detecting a target and calculating a bearing and a distance. The bearing and distance calculation requires physical sub-array position information, and the bearing and distance accuracy performance are deteriorated when the position information of the sub-array is inaccurate. In particular, it has a greater impact on distance accuracy performance using plus value of two time-delay than a bearing using average value of two time-delay. In order to improve this, a study on sub-array position error estimation and error compensation is needed. In this paper, We estimate the sub-array position error based on enetic algorithm, an optimization search technique, and propose a method to improve the performance of distance accuracy by compensating the time delay error caused by the position error. In addition, we will verify the proposed algorithm and its performance using the sea-going data.

CWT-Based Method for Identifying the Location of the Impact Source in Buried Pipes (연속웨이브렛 변환을 이용한 충격음 위치 규명)

  • Kim, Eui-Youl;Kim, Min-Su;Lee, Sang-Kwon;Koh, Jae-Pil
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.34 no.11
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    • pp.1555-1565
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    • 2010
  • This paper presents a new method for indentifying the location of impact source in a buried duct. In a gas pipeline, the problem of leakage occurs due to the mechanical load exerted by construction equipment. Such leakage can cause catastrophic disasters in gas supply industries. Generally, the cross-correlation method has been used for indentifying the location of impact source in a pipeline. Since this method involves the use of the dispersive acoustic wave, it derives an amount of error in process of estimating the time delay between acoustic sensors. The object of this paper is to estimate the time delay in the arrival of the direct wave by using the wavelet transform instead of the dispersive wave. The wavelet transform based method gives more accurate estimates of the impact location than the cross-correlation method does. This method is successfully used to identify the location of impact force in an actual buried gas duct.

The Applicability of Seismic Waves to Detect a Low Velocity Body of the Geothermal Area (지열부지의 저속도층을 탐지하기 위한 지진파의 응용성)

  • 김소구
    • The Journal of Engineering Geology
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    • v.4 no.3
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    • pp.333-341
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    • 1994
  • The low velocity body was detected during the invesfigation of the crustal structune and upper mantle in the Korean Peninsula using ray method and observational seismic data. We observed the arrival time delays of P and S waves that pass through the Bugok hot spring area and the chugaryong rift zone in the Korean Peninsula. The present geothermal exploration accounts for the high heat flow in these regions, suggesting that the area are the 'delay shadows' produced by a deep, low velocity body(Resenberg et aL, 1980). We tried to verify the hypothesis that the low-velocity body is caused by the partial melting in the lower crust can be explained by the lateral variation(inhomogeneous model) of the lower crust velocity using Ray Method(Cerveny and Psencik, 1983).

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Similarity Evaluation Scheme Using FLC based Representative Hash (대표 해시 기반의 FLC를 이용한 파일 유사도 평가 기법)

  • Yoo, Young-Jun;Ko, Young-Woong
    • Proceedings of the Korea Information Processing Society Conference
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    • 2013.05a
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    • pp.135-137
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    • 2013
  • 유사도 평가는 유사 파일 탐색이나 파일의 중복제거에서 필수적으로 수행되어야 하는 모듈이다. 이와 같은 유사도 평가는 파일의 크기가 커지거나 비교할 파일의 수가 많을수록 더 많은 시간이 소요되므로 이 때 발생하는 오버헤드는 시스템 전체의 성능에 영향을 미칠 만큼 중요하다. 특히 사용자의 요구사항에 실시간으로 반응해야 하는 시스템에서는 응답시간을 지연시키는 요인이 된다. 본 논문에서는 파일의 해시 연산과정의 시간을 줄이기 위한 방법으로 대표 해시 FLC를 이용한 유사도 평가 시스템을 제안한다. 실험을 통해서 본 연구에서 제안하는 방식이 기존의 방식에 비해서 빠른 시간 내에 유사 파일을 탐지할 수 있음을 보이고 있다. 또한 해시 리스트의 크기가 줄어들어서 메모리 자원을 효율적으로 사용할 수 있다.

Implementation of Sonar Bearing Accuracy Measurement Equipment with Parallax Error and Time Delay Error Correction (관측위치오차와 시간지연오차를 보정하는 소나방위정확도 측정 장비 구현)

  • Kim, Sung-Duk;Kim, Do-Young;Park, Gyu-Tae;Shin, Kee-Cheol
    • Journal of the Institute of Convergence Signal Processing
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    • v.20 no.4
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    • pp.245-251
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    • 2019
  • Sonar bearing accuracy is the correspondence between the target orientation predicted by sonar and actual target orientation, and is obtained from measurements. However, when measuring sonar bearing accuracy, many errors are included in the results because they are made at sea, where complex and diverse environmental factors are applied. In particular, parallax error caused by the difference between the position of the GPS receiver and the sonar sensor, and the time delay error generated between the speed of underwater sound waves and the speed of electromagnetic waves in the air have a great influence on the accuracy. Correcting these parallax errors and time delay errors without an automated tool is a laborious task. Therefore, in this study, we propose a sonar bearing accuracy measurement equipment with parallax error and time delay error correction. The tests were carried out through simulation data and real data. As a result of the test it was confirmed that the parallax error and time delay error were systematically corrected so that 51.7% for simulation data and more than 18.5% for real data. The proposed method is expected to improve the efficiency and accuracy of sonar system detection performance verification in the future.

Determination of Optimal Checkpoint Intervals for Real-Time Tasks Using Distributed Fault Detection (분산 고장 탐지 방식을 이용한 실시간 태스크에서의 최적 체크포인터 구간 선정)

  • Kwak, Seong Woo;Yang, Jung-Min
    • Journal of the Korean Institute of Intelligent Systems
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    • v.26 no.3
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    • pp.202-207
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    • 2016
  • Checkpoint placement is an effective fault tolerance technique against transient faults in which the task is re-executed from the latest checkpoint when a fault is detected. In this paper, we propose a new checkpoint placement strategy separating data saving and fault detection processes that are performed together in conventional checkpoints. Several fault detection processes are performed in one checkpoint interval in order to decrease the latency between the occurrence and detection of faults. We address the placement method of fault detection processes to maximize the probability of successful execution of a task within the given deadline. We develop the Markov chain model for a real-time task having the proposed checkpoints, and derive the optimal fault detection and checkpoint interval.

A High Performance IPS Based on Signature Hashing (시그너처 해싱에 기반한 고성능 침입방지 시스템)

  • Wang, Jeong-Seok;Kwon, Hui-Ung;Jung, Yun-Jae;Kwak, Hu-Keun;Chung, Kyu-Sik
    • Proceedings of the Korean Information Science Society Conference
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    • 2007.06d
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    • pp.489-494
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    • 2007
  • 침입방지 시스템(IPS, Intrusion Prevention System)은 인라인모드(in-line mode)로 네트워크에 설치되어, 네트워크를 지나는 패킷 또는 세션을 검사하여 만일 그 패킷에서 공격이 감지되면 해당 패킷을 폐기하거나 세션을 종료시킴으로서 외부의 침입으로부터 네트워크를 보호하는 시스템을 의미한다. 침입방지 시스템은 크게 두 가지 종류의 동작을 수행한다. 하나는 이미 알려진 공격으로부터 방어하는 시그너처 기반 필터링(signature based filtering)이고 다른 하나는 알려지지 않은 공격이나 비정상 세션으로부터 방어하는 자기 학습 기반의 변칙 탐지 및 방지(anomaly detection and prevention based on selflearning)이다. 시그너처 기반 필터링에서는 침입방지시스템을 통과하는 패킷의 페이로드와 시그너처라고 불리는 공격 패턴들과 비교하여 같으면 그 패킷을 폐기한다. 시그너처의 개수가 증가함에 따라 하나의 들어온 패킷에 대하여 요구되는 패턴 매칭 시간은 증가하게 되어 패킷지연 없이 동작하는 고성능 침입탐지시스템을 개발하는 것이 어렵게 되었다. 공개 침입방지 소프트웨어인 SNORT를 위한 여러 개의 효율적인 패턴 매칭 방식들이 제안되었는데 시그너처들의 공통된 부분에 대해 한번만 매칭을 수행하거나 한 바이트 단위 비교대신 여러 바이트 비교 동작을 수행함으로써 불필요한 매칭동작을 줄이려고 하였다. 본 논문에서는 패턴 매칭 시간을 시그너처의 개수와 무관하게 하기 위하여 시그너처 해싱 기반에 기반한 고성능 침입방지시스템을 제안한다.

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