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Practical 15 Mb/s Quantum Key Distribution Using Compact Single-Photon Detectors
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作者 Tingting Shi Zhengyu Yan +4 位作者 Yuanbin Fan Lai Zhou Yuanfei Gao Davide G.Marangon Zhiliang Yuan 《Chinese Physics Letters》 2025年第12期172-177,共6页
Quantum key distribution(QKD)is recognized as an unconditionally secure method of communication encryption,relying solely on the principles of quantum mechanics.A key performance metric for QKD systems is secure key r... Quantum key distribution(QKD)is recognized as an unconditionally secure method of communication encryption,relying solely on the principles of quantum mechanics.A key performance metric for QKD systems is secure key rate(SKR),which is a critical factor for real-world applications.Herein,we report a practical QKD system,equipped with compact gated InGaAs/InP single-photon detectors(SPDs),that can generate a high SKR of 15.2 Mb/s with a channel loss of 2 dB.This exceptional performance stems from the ultra-low afterpulsing probability of the SPDs,which significantly reduces the bit error rate in the QKD system.The typical quantum bit error rate is 1.3%.The results validate the feasibility of an integrated,practical QKD system and offer a reliable solution for the future development of real-world QKD networks. 展开更多
关键词 quantum key distribution qkd afterpulsing probability secure key rate quantum key distribution single photon detectors secure key rate skr which bit error rate
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Superconducting Nanowire Single Photon Detector with Optical Cavity 被引量:2
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作者 刘杰 张立群 +3 位作者 蒋振南 Kamal Ahmad 刘建设 陈炜 《Chinese Physics Letters》 SCIE CAS CSCD 2016年第8期143-145,共3页
Increasing the detection efficiency (DE) is a hot issue in the development of the superconducting nanowire single photon detector (SNSPD). In this work, a cavity-integrated structure coupled to the SNSPD is used t... Increasing the detection efficiency (DE) is a hot issue in the development of the superconducting nanowire single photon detector (SNSPD). In this work, a cavity-integrated structure coupled to the SNSPD is used to enhance the light absorption of nanowire. Ultra-thin Nb films are successfully prepared by magnetron sputtering, which are used to fabricate Nb/Al SNSPD with the curve of lOOnm and the square area of 4 × 4μm2 by sputtering and the lift-off method. To characterize the optical and electrical performance of the cavity-integrated SNSPD, a reliable cryogenic research system is built up based on a He3 system. To satisfy the need of light coupling, a packaging structure with collimator is conducted. Both DE and the dark count rates increase with lb. It is also found that the DE of SNSPD with cavities can be up to 0.17% at the temperature of 0.7K under the infrared light of 1550nm, which is obviously higher than that of the SNSPD directly fabricated upon silicon without any cavity structure. 展开更多
关键词 of on with Superconducting Nanowire single Photon detector with Optical Cavity DBR DE in IS been that
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Countermeasure against blinding attack for single-photon detectors in quantum key distribution 被引量:2
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作者 Lianjun Jiang Dongdong Li +12 位作者 Yuqiang Fang Meisheng Zhao Ming Liu Zhilin Xie Yukang Zhao Yanlin Tang Wei Jiang Houlin Fang Rui Ma Lei Cheng Weifeng Yang Songtao Han Shibiao Tang 《Journal of Semiconductors》 EI CAS CSCD 2024年第4期76-81,共6页
Quantum key distribution(QKD),rooted in quantum mechanics,offers information-theoretic security.However,practi-cal systems open security threats due to imperfections,notably bright-light blinding attacks targeting sin... Quantum key distribution(QKD),rooted in quantum mechanics,offers information-theoretic security.However,practi-cal systems open security threats due to imperfections,notably bright-light blinding attacks targeting single-photon detectors.Here,we propose a concise,robust defense strategy for protecting single-photon detectors in QKD systems against blinding attacks.Our strategy uses a dual approach:detecting the bias current of the avalanche photodiode(APD)to defend against con-tinuous-wave blinding attacks,and monitoring the avalanche amplitude to protect against pulsed blinding attacks.By integrat-ing these two branches,the proposed solution effectively identifies and mitigates a wide range of bright light injection attempts,significantly enhancing the resilience of QKD systems against various bright-light blinding attacks.This method forti-fies the safeguards of quantum communications and offers a crucial contribution to the field of quantum information security. 展开更多
关键词 quantum key distribution single photon detector blinding attack pulsed blinding attack COUNTERMEASURE quan-tum communication
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Detection efficiency characteristics of free-running InGaAs/InP single photon detector using passive quenching active reset IC 被引量:1
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作者 郑福 王超 +1 位作者 孙志斌 翟光杰 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第1期460-464,共5页
InGaAs/InP avalanche photodiodes (APD) are rarely used in a free-running regime for near-infrared single photon detection. In order to overcome the detrimental afterpulsing, we demonstrate a passive quenching active... InGaAs/InP avalanche photodiodes (APD) are rarely used in a free-running regime for near-infrared single photon detection. In order to overcome the detrimental afterpulsing, we demonstrate a passive quenching active reset integrated circuit. Taking advantage of the inherent fast passive quenching process and active reset to reduce reset time, the integrated circuit is useful for reducing afterpulses and is also area-efficient. We investigate the free-running single photon detector's afterpulsing effect, de-trapping time, dark count rate, and photon detection efficiency, and also compare with gated regime operation. After correction for deadtime and afterpulse, we find that the passive quenching active reset free-running single photon detector's performance is consistent with gated operation. 展开更多
关键词 single photon detector free-running passive quenching active reset
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The analysis of the integral gated mode single photon detector
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作者 魏正军 李开振 +5 位作者 周鹏 王金东 廖常俊 郭健平 梁瑞生 刘颂豪 《Chinese Physics B》 SCIE EI CAS CSCD 2008年第11期4142-4148,共7页
This paper critically analyses and simulates the circuit configuration of the integral gated mode single photon detector which is proposed for eliminating the transient spikes problem of conventional gated mode single... This paper critically analyses and simulates the circuit configuration of the integral gated mode single photon detector which is proposed for eliminating the transient spikes problem of conventional gated mode single photon detector. The relationship between the values of the circuit elements and the effect of transient spikes cancellation has been obtained. With particular emphasis, the bias voltage of the avalanche photodiode and the output signal voltage of the integrator have been calculated. The obtained analysis results indicate that the output signal voltage of the integrator only relates to the total quantity of electricity of the avalanche charges by choosing the correct values of the circuit elements and integral time interval. These results can be used to optimize the performance of single photon detectors and provide guides for the design of single photon detectors. 展开更多
关键词 single photon detector quantum cryptography INTEGRATOR gated mode
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The intensity detection of single-photon detectors based on photon counting probability density statistics
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作者 张子静 吴龙 +1 位作者 宋杰 赵远 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第10期249-254,共6页
Single-photon detectors possess the ultra-high sensitivity, but they cannot directly respond to signal intensity. Conven- tional methods adopt sampling gates with fixed width and count the triggered number of sampling... Single-photon detectors possess the ultra-high sensitivity, but they cannot directly respond to signal intensity. Conven- tional methods adopt sampling gates with fixed width and count the triggered number of sampling gates, which is capable of obtaining photon counting probability to estimate the echo signal intensity. In this paper, we not only count the number of triggered sampling gates, but also record the triggered time position of photon counting pulses. The photon counting probability density distribution is obtained through the statistics of a series of the triggered time positions. Then Minimum Variance Unbiased Estimation (MVUE) method is used to estimate the echo signal intensity. Compared with conventional methods, this method can improve the estimation accuracy of echo signal intensity due to the acquisition of more detected information. Finally, a proof-of-principle laboratory system is established. The estimation accuracy of echo signal intensity is discussed and a high accuracy intensity image is acquired under low-light level environments. 展开更多
关键词 single photon detector photon counting low light level
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Performance of a superconducting single photon detector with nano-antenna
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作者 张弨 焦荣珍 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第12期84-87,共4页
The performance of single-photon detectors can be enhanced by using nano-antenna. The characteristics of the superconducting nano-wire single-photon detector with cavity plus anti-reflect coating and specially designe... The performance of single-photon detectors can be enhanced by using nano-antenna. The characteristics of the superconducting nano-wire single-photon detector with cavity plus anti-reflect coating and specially designed nano~ antenna is analysed. The photon collection efficiency of the detector is enhanced without damaging the detector's speed, thus getting rid of the dilemma of speed and efficiency. The characteristics of nano-antenna are discussed, such as the position and the effect of the active area, and the best result is given. The photon collection efficiency is increased by 92 times compared with that of existing detectors. 展开更多
关键词 quantum communication superconducting single photon detector NANO-ANTENNA
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Implementation of a single quad MS detector in routine QC analysis of peptide drugs
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作者 Matthias D'Hondt Bert Gevaert +1 位作者 Evelien Wynendaele Bart De Spiegeleer 《Journal of Pharmaceutical Analysis》 SCIE CAS 2016年第1期24-31,共8页
A newly developed single quad mass spectrometry (MS) detector was coupled to a ultra-high perfor- mance liquid chromatography (UPLC) system and implemented in the routine quality control (QC) and impurity analys... A newly developed single quad mass spectrometry (MS) detector was coupled to a ultra-high perfor- mance liquid chromatography (UPLC) system and implemented in the routine quality control (QC) and impurity analysis of four therapeutic peptides, namely bleomycin sulfate, tyrothricin, vancomycin HCl and bacitracin, which were selected given their multi-component drug nature and their closely struc- turally related impurity profiles. The QC and impurity profiling results obtained using the ultra-high performance liquid chromatography ultraviolet/mass spectrometry (UPLC-UV/MS) detection system were analyzed against the results obtained using traditional high performance liquid chromatography- ultraviolet detection (HPLC-UV) methods derived from pharmacopoeial methods. In general, the used stationary phases of sub-2 μm particle (UPLC) technology resulted in lower limits of detection and higher resolution separations, which resulted in more detected impurities and shorter overall run times con- trasting the traditional HPLC columns. Moreover, online coupling with a single quad MS detector allowed direct peak identification of the main compounds as well as small impurities, hereby increasing the information content without the need of reference standards. 展开更多
关键词 Quality control PEPTIDE Impurity profiling single quad MS detector
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Polarization independent superconducting nanowire detector with high-detection efficiency 被引量:1
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作者 He-Yu Yin Han Cai +5 位作者 Ri-Sheng Cheng Zheng Xu Zhen-Nan Jiang Jian-She Liu Tie-Fu Li Wei Chen 《Rare Metals》 SCIE EI CAS CSCD 2015年第2期71-76,共6页
The superconducting nanowire single photon detector(SNSPD) draws much attention because of its attractive performance at ultra violet, visible, and nearinfrared wavelengths, and it can be widespread in quantum infor... The superconducting nanowire single photon detector(SNSPD) draws much attention because of its attractive performance at ultra violet, visible, and nearinfrared wavelengths, and it can be widespread in quantum information technologies. However, how to increase the absorption which can dramatically increase the quantum efficiency of the SNSPD is still a top research issue. In this study, the effect of incident medium and cavity material on the optical absorptance of cavity-integrated SNSPDs was systematically investigated using finite-element method. The simulation results demonstrate that for photons polarized parallel to nanowire orientation, even though the maximum absorptance of the nanowire is insensitive to cavity material,it does increase when the refractive index of incident medium decreases. For perpendicularly polarized photons, both incident medium and cavity material play significant roles,and the absorptance curves get closer to the parallel case as the refractive index of cavity material increases. Based on these results, two cavity-integrated SNSPDs with frontillumination structure which can enhance the absorptance for both parallel and perpendicular photons are proposed.Finally, a design to realize polarization-independent SNSPDs with high absorptance is presented. 展开更多
关键词 Polarization-independent Distributed Braggreflective High-detection efficiency Superconductingnanowire single photon detector
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Statistical analysis of the temporal single-photon response of superconducting nanowire single photon detection 被引量:1
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作者 何宇昊 吕超林 +5 位作者 张伟君 张露 巫君杰 陈思井 尤立星 王镇 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第6期150-154,共5页
A new method to study the transient detection efficiency (DE) and pulse amplitude of superconducting nanowire single photon detectors (SNSPD) during the current recovery process is proposed -- statistically analyz... A new method to study the transient detection efficiency (DE) and pulse amplitude of superconducting nanowire single photon detectors (SNSPD) during the current recovery process is proposed -- statistically analyzing the single photon response under photon illumination with a high repetition rate. The transient DE results match well with the DEs deduced from the static current dependence of DE combined with the waveform of a single-photon detection event. This proves that static measurement results can be used to analyze the transient current recovery process after a detection event. The results are relevant for understanding the current recovery process of SNSPDs after a detection event and for determining the counting rate of SNSPDs. 展开更多
关键词 single photon detector recovery process kinetic inductance
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Detailed calibration of the PI-LCX:1300 high performance single photon counting hard x-ray CCD camera
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作者 Wei Hong Xian-Lun Wen +9 位作者 Lai Wei Bin Zhu Yu-Chi Wu Ke-Gong Dong Chun-Ye Jiao Bo Wu Ying-Ling He Fa-Qiang Zhang Wei-Min Zhou Yu-Qiu Gu 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第2期334-340,共7页
X-ray charge-coupled-device(CCD) camera working in single photon counting mode is a type of x-ray spectrometer with high-sensitivity and superior signal-to-noise performance. In this study, two single photon countin... X-ray charge-coupled-device(CCD) camera working in single photon counting mode is a type of x-ray spectrometer with high-sensitivity and superior signal-to-noise performance. In this study, two single photon counting CCD cameras with the same mode(model: PI-LCX: 1300) are calibrated with quasi-monochromatic x-rays from radioactive sources and a conventional x-ray tube. The details of the CCD response to x-rays are analyzed by using a computer program of multi-pixel analyzing and event-distinguishing capability. The detection efficiency, energy resolution, fraction of multi-pixel events each as a function of x-ray energy, and consistence of two CCD cameras are obtained. The calibrated detection efficiency is consistent with the detection efficiency from Monte Carlo calculations with XOP program. When the multi-pixel event analysis is applied, the CCDs may be used to measure x-rays up to 60 ke V with good energy resolution(E /?E ≈ 100 at60 ke V). The difference in detection efficiency between two CCD cameras is small(5.6% at 5.89 ke V), but the difference in fraction of the single pixel event between them is much larger(25% at 8.04 ke V). The obtained small relative error of detection efficiency(2.4% at 5.89 ke V) makes the high accurate measurement of x-ray yield possible in the laser plasma interaction studies. Based on the discrete calibration results, the calculated detection efficiency with XOP can be used for the whole range of 5 ke V–30 ke V. 展开更多
关键词 hard x-ray detector single photon counting CCD calibration laser plasmas
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MARIE:One-Stage Object Detection Mechanism for Real-Time Identifying of Firearms 被引量:1
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作者 Diana Abi-Nader Hassan Harb +4 位作者 Ali Jaber Ali Mansour Christophe Osswald Nour Mostafa Chamseddine Zaki 《Computer Modeling in Engineering & Sciences》 SCIE EI 2025年第1期279-298,共20页
Security and safety remain paramount concerns for both governments and individuals worldwide.In today’s context,the frequency of crimes and terrorist attacks is alarmingly increasing,becoming increasingly intolerable... Security and safety remain paramount concerns for both governments and individuals worldwide.In today’s context,the frequency of crimes and terrorist attacks is alarmingly increasing,becoming increasingly intolerable to society.Consequently,there is a pressing need for swift identification of potential threats to preemptively alert law enforcement and security forces,thereby preventing potential attacks or violent incidents.Recent advancements in big data analytics and deep learning have significantly enhanced the capabilities of computer vision in object detection,particularly in identifying firearms.This paper introduces a novel automatic firearm detection surveillance system,utilizing a one-stage detection approach named MARIE(Mechanism for Realtime Identification of Firearms).MARIE incorporates the Single Shot Multibox Detector(SSD)model,which has been specifically optimized to balance the speed-accuracy trade-off critical in firearm detection applications.The SSD model was further refined by integrating MobileNetV2 and InceptionV2 architectures for superior feature extraction capabilities.The experimental results demonstrate that this modified SSD configuration provides highly satisfactory performance,surpassing existing methods trained on the same dataset in terms of the critical speedaccuracy trade-off.Through these innovations,MARIE sets a new standard in surveillance technology,offering a robust solution to enhance public safety effectively. 展开更多
关键词 Firearm and gun detection single shot multi-box detector deep learning one-stage detector MobileNet INCEPTION convolutional neural network
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On-chip superconducting nanowire single-photon detectors integrated with pump rejection for entanglement characterization 被引量:1
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作者 ZHIYUN SHU YUCHI LI +8 位作者 XIAOYU LIU HAILONG HAN YOU XIAO JIA HUANG HONGXIN XU WEI ZHANG LIXING YOU ZHEN WANG HAO LI 《Photonics Research》 2025年第4期1067-1073,共7页
On-chip superconducting nanowire single-photon detectors(SNSPDs)are gaining traction in integrated quantum photonics due to their exceptional performance and the elimination of fiber coupling loss.However,off-chip hig... On-chip superconducting nanowire single-photon detectors(SNSPDs)are gaining traction in integrated quantum photonics due to their exceptional performance and the elimination of fiber coupling loss.However,off-chip high-rejection filters are commonly required to remove the intense pump light employed in quantum states generation,thus remaining the obstacle for embedding SNSPDs into quantum photonic circuits.Here,we explore the integration of SNSPDs with passive pump rejection filters,achieved by cascaded silicon Bragg gratings,on a single substrate.Serving as an entanglement receiver chip,the integrated components show a system detection efficiency of 20.1%and a pump rejection ratio of approximately 56 dB.We successfully verify energy-time entangled photon pairs from a microring resonator with raw visibilities of 92.85%±5.95%and 91.91%±7.34%under two nonorthogonal bases,with use of standard fiber wavelength demultiplexers.Our results pave the way for entanglement resource distribution,offering a promising approach toward the construction of large-scale quantum photonic systems. 展开更多
关键词 pump rejection chip detectors quantum states generationthus passive pump rejection filtersachieved superconducting nanowire single photon detectors integrated quantum photonics quantum photonic circuitsherewe entanglement characterization
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Optimization of high-quality YBa_(2)Cu_(3)O_(7)-δsuperconducting nanowire fabrication by post-thermal annealing
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作者 Zheng-Yang Luo Hui-Qin Ma +9 位作者 Yang Wang Zong-Pei Li Ming-Xin Shao Chun-Yang Wu Han-Bin Wang Yu-Qing Liu Peng Li Chao Yang Jian-Wen Huang Jie Xiong 《Rare Metals》 2025年第2期1195-1203,共9页
The fabrication of high-quality YBa_(2)Cu_(3)O_(7)−δ(YBCO)nanowires has garnered significant attention in the field of high-temperature superconductivity due to their potential applications in quantum communication,d... The fabrication of high-quality YBa_(2)Cu_(3)O_(7)−δ(YBCO)nanowires has garnered significant attention in the field of high-temperature superconductivity due to their potential applications in quantum communication,deep space exploration,and various other fields.Cl_(2)-assisted reactive ion etching(RIE)stands out as a more effective and efficient method for patterning scalable thin films.However,neither RIE nor high-density RIE has achieved superconducting YBCO nanowires with a width smaller than 3μm.Here,we delve into the factors that limit the line width of Cl_(2)-assisted inductively coupled plasma reactive ion etching(ICP-RIE)processing and the method to elimiate them.Our approach involves utilizing Cl_(2)/Ar as etching gas and incorporating a specialized vacuum heating process after etching.Our experimental results demonstrate the successful realization of 10 nm-thick YBCO nanowires with widths as small as 0.15μm,exhibiting excellent performance in terms of their intrinsic superconducting properties.The mechanism is evidenced by X-ray photoelectron spectroscopy(XPS)analysis in comparison of nanowires with and without heating treatment,in which the residual Cl_(2) on the sidewall of nanowires evaporates and oxidizes Cu^(+)back into Cu^(2+)in an unetched state. 展开更多
关键词 ICP-RIE Vacuum heating treatment YBCO nanowire Critical current Superconducting properties Superconductor nanowire single photon detector(SNSPD)
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基于特征融合的SSD视觉小目标检测 被引量:12
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作者 王冬丽 廖春江 +1 位作者 牟金震 周彦 《计算机工程与应用》 CSCD 北大核心 2020年第16期31-36,共6页
针对SSD算法在检测目标过程中对小目标检测效果差的缺陷,提出了特征融合的SSD方法。该方法充分融合深浅层特征信息以提升网络模型对小目标的检测能力,为更好地检测小目标,将先验框尺寸相对原图比列进行调整,同时对SSD模型相应超参数值... 针对SSD算法在检测目标过程中对小目标检测效果差的缺陷,提出了特征融合的SSD方法。该方法充分融合深浅层特征信息以提升网络模型对小目标的检测能力,为更好地检测小目标,将先验框尺寸相对原图比列进行调整,同时对SSD模型相应超参数值进行调整。实验结果表明,检测精度mAP较SSD提高3.4个百分点,对小目标Bottle、Chair、Plant检测精度分别提升8.7个百分点、3.4个百分点和7.1个百分点。检测精度mAP较当前一系列性能优异的目标检测算法有显著提高。通过拓展实验进一步证明改进算法成功检测到了大多数SSD算法没有检测到的小目标,提高了平均检测准确率。 展开更多
关键词 小目标检测 特征融合 SSD(single Shot Multibox detector) 特征增强 PASCAL VOC2007
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一种基于机器视觉的精准注意力追踪系统 被引量:5
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作者 刘纪元 祁瀚文 +2 位作者 刘志诚 费敏锐 张堃 《系统仿真学报》 CAS CSCD 北大核心 2023年第10期2087-2100,共14页
针对学生注意力分配困难和对学习影响等问题,提出一种基于机器视觉的精准注意力追踪系统。该系统包括图像采集装置和精准的注意力追踪算法。图像采集装置可以获得更清晰的眼部区域图像。瞳孔中心定位算法用轻量级的MobileNet v3替换VGG1... 针对学生注意力分配困难和对学习影响等问题,提出一种基于机器视觉的精准注意力追踪系统。该系统包括图像采集装置和精准的注意力追踪算法。图像采集装置可以获得更清晰的眼部区域图像。瞳孔中心定位算法用轻量级的MobileNet v3替换VGG16(visual geometry group network),采用两级特征融合和中心关键点预测技术,提高了检测速度和准确率。该算法检测速度可达36帧/s,准确率为97.42%。视线追踪算法旨在解决头部偏移的影响,实现对视线的精确追踪。研发了一款面向学龄儿童的阅读认知评价交互软件。该软件利用采集到的视线坐标计算相关眼动指标,再通过心理学理论分析建模来评估学龄儿童的思维认知能力,为心理学和教育学相关领域研究提供了参考和借鉴。 展开更多
关键词 瞳孔定位 改进型SSD(single shot multibox detector)算法 Eye-ORB(oriented FAST and rotated brief)算法 阅读认知 注意力追踪
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基于密集模块与特征融合的SSD目标检测算法 被引量:5
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作者 周凡 朴燕 秦晓伟 《计算机工程与应用》 CSCD 北大核心 2020年第16期105-111,共7页
通过对原SSD(Single Shot Multibox Detector)模型的研究与分析,针对其对小目标检测能力较弱的问题,提出了一种基于密集模块与特征融合操作的改进模型。该模型以Inception-ResNet-V2与DenseNet为基础,吸取了inception模块中稀疏连接与... 通过对原SSD(Single Shot Multibox Detector)模型的研究与分析,针对其对小目标检测能力较弱的问题,提出了一种基于密集模块与特征融合操作的改进模型。该模型以Inception-ResNet-V2与DenseNet为基础,吸取了inception模块中稀疏连接与密集网络中密集连接的研究思路,将两种方法融合在一起,提出了Inception-Dense特征提取结构。在多尺度检测的部分,借鉴并改进了特征金字塔的特征融合模块来加强对中小目标的检测能力。根据改进模型及实验数据集的相关特性,对默认框的映射机制也进行了重新设定。结果表明:该方法在Kitti数据集上的平均测试精确度(mAP)为83.8%;识别率相比于原SSD模型的72.8%,提升了11个百分点。FPS方面也有接近38%的提升,从原来的39提升到了54。 展开更多
关键词 深度学习 SSD(single Shot Multibox detector) 目标检测 神经网络
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Multi-block SSD based on small object detection for UAV railway scene surveillance 被引量:34
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作者 Yundong LI Han DONG +3 位作者 Hongguang LI Xueyan ZHANG Baochang ZHANG Zhifeng XIAO 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2020年第6期1747-1755,共9页
A method of multi-block Single Shot Multi Box Detector(SSD)based on small object detection is proposed to the railway scene of unmanned aerial vehicle surveillance.To address the limitation of small object detection,a... A method of multi-block Single Shot Multi Box Detector(SSD)based on small object detection is proposed to the railway scene of unmanned aerial vehicle surveillance.To address the limitation of small object detection,a multi-block SSD mechanism,which consists of three steps,is designed.First,the original input images are segmented into several overlapped patches.Second,each patch is separately fed into an SSD to detect the objects.Third,the patches are merged together through two stages.In the first stage,the truncated object of the sub-layer detection result is spliced.In the second stage,a sub-layer suppression and filtering algorithm applying the concept of non-maximum suppression is utilized to remove the overlapped boxes of sub-layers.The boxes that are not detected in the main-layer are retained.In addition,no sufficient labeled training samples of railway circumstance are available,thereby hindering the deployment of SSD.A two-stage training strategy leveraging to transfer learning is adopted to solve this issue.The deep learning model is preliminarily trained using labeled data of numerous auxiliaries,and then it is refined using only a few samples of railway scene.A railway spot in China,which is easily damaged by landslides,is investigated as a case study.Experimental results show that the proposed multi-block SSD method produces an overall accuracy of 96.6%and obtains an improvement of up to 9.2%compared with the traditional SSD. 展开更多
关键词 Deep learning Multi-block single Shot MultiBox detector(SSD) Objection detection Railway scene Unmanned aerial vehicle remote sensing
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基于ECA-SSD模型的汽车零件缺陷检测 被引量:1
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作者 金文倩 彭露露 +1 位作者 朱媛媛 王笑梅 《计算机与现代化》 2022年第3期82-90,共9页
汽车零件对汽车外观、性能以及安全性都有重大影响。由于汽车零件数量大、体积小、对精度要求高,因此对零件检测的精度和速度都有一定的要求。本文利用图像处理技术,以SSD模型为基础,将其中的VGG模块用深度可分离卷积和线性瓶颈倒残差... 汽车零件对汽车外观、性能以及安全性都有重大影响。由于汽车零件数量大、体积小、对精度要求高,因此对零件检测的精度和速度都有一定的要求。本文利用图像处理技术,以SSD模型为基础,将其中的VGG模块用深度可分离卷积和线性瓶颈倒残差结构替换,并引入避免降维的局部跨通道交互有效的注意力机制ECA模块,在减少模型参数运算量的同时,适当增加通道以提高模型精度,并将注意力放在图像目标上,忽略背景带来的干扰,实现快速又准确的汽车零件缺陷检测。利用本文模型对上汽提供的汽车零件外壁缺陷进行检测,实验结果表明,模型大小仅为15.9 MB,mAP为94.64%,检测每张图片时间为0.013 s,满足汽车工业上的速度和精度的需求。对比性研究表明,本文模型检测精度和速度以及大小较其他目标检测算法VGG-SSD、MobileNetv2-SSD、YOLO v3等有一定的提高和改善。 展开更多
关键词 有效通道注意力(ECA) 深度可分离卷积 倒残差 缺陷检测 SSD(single Shot Multibox detector)
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Deep Learning Based Face Detection and Identification of Criminal Suspects
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作者 S.Sandhya A.Balasundaram Ayesha Shaik 《Computers, Materials & Continua》 SCIE EI 2023年第2期2331-2343,共13页
Occurrence of crimes has been on the constant rise despite the emerging discoveries and advancements in the technological field in the past decade.One of the most tedious tasks is to track a suspect once a crime is co... Occurrence of crimes has been on the constant rise despite the emerging discoveries and advancements in the technological field in the past decade.One of the most tedious tasks is to track a suspect once a crime is committed.As most of the crimes are committed by individuals who have a history of felonies,it is essential for a monitoring system that does not just detect the person’s face who has committed the crime,but also their identity.Hence,a smart criminal detection and identification system that makes use of the OpenCV Deep Neural Network(DNN)model which employs a Single Shot Multibox Detector for detection of face and an auto-encoder model in which the encoder part is used for matching the captured facial images with the criminals has been proposed.After detection and extraction of the face in the image by face cropping,the captured face is then compared with the images in the CriminalDatabase.The comparison is performed by calculating the similarity value between each pair of images that are obtained by using the Cosine Similarity metric.After plotting the values in a graph to find the threshold value,we conclude that the confidence rate of the encoder model is 0.75 and above. 展开更多
关键词 Deep learning OPENCV deep neural network single shot multi-box detector auto-encoder cosine similarity
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