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红外行人目标精细尺度嵌入轻量化实时检测 被引量:6
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作者 张印辉 张朋程 +1 位作者 何自芬 王森 《光子学报》 EI CAS CSCD 北大核心 2022年第9期258-268,共11页
针对红外图像颜色、纹理等信息不够丰富,导致检测精度相较于可见光图像低;夜间红外行人目标检测模型参数量大、依赖高性能GPU资源,导致检测速度慢等问题,提出一种融合行人目标精细尺度嵌入的多检测层、轻量化实时检测模型。首先为了获... 针对红外图像颜色、纹理等信息不够丰富,导致检测精度相较于可见光图像低;夜间红外行人目标检测模型参数量大、依赖高性能GPU资源,导致检测速度慢等问题,提出一种融合行人目标精细尺度嵌入的多检测层、轻量化实时检测模型。首先为了获取更精确的红外行人位置特征,在原始Yolov4-tiny结构上设计了64×64精细尺度检测层并增加残差结构加深主干网络,以融合红外行人的位置特征;其次针对红外行人目标宽高比相对固定的特点,应用K-means++聚类分析出适用于红外行人检测的先验框预置参数;最后为了减少模型参数,通过通批量归一化层道剪枝实现模型轻量化,同时利用知识蒸馏算法完成TIPRD的微量调控。实验结果表明,轻量化红外行人实时检测模型检测速度达到了88.7帧/s,平均检测精度达到89.2%,模型大小为4 MB,相较于Yolov4-tiny平均检测精度提升了8.6%,模型大小缩小了19.5 MB,相较于Yolov4缩小了264 MB。在Jetson Nano移动开发平台部署该模型验证了实际工程应用的有效性,对开发汽车辅助驾驶系统以降低夜间交通事故发生率具有重要意义。 展开更多
关键词 红外检测 深度学习 多检测层 模型剪枝 知识蒸馏
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Detection of small hepatocellular carcinoma:Comparison of dynamic enhancement magnetic resonance imaging and multiphase multirow-detector helical CT scanning 被引量:25
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作者 Hong Zhao Jin-Lin Yao +1 位作者 Ying Wang Kang-Rong Zhou 《World Journal of Gastroenterology》 SCIE CAS CSCD 2007年第8期1252-1256,共5页
AIM: To compare the gadolinium-enhanced multiphase dynamic magnetic resonance imaging (MRI) and multiphase multirow-detector helical CT (MDCT) scanning for detection of small hepatocellular carcinoma (HCC). METHODS: M... AIM: To compare the gadolinium-enhanced multiphase dynamic magnetic resonance imaging (MRI) and multiphase multirow-detector helical CT (MDCT) scanning for detection of small hepatocellular carcinoma (HCC). METHODS: MDCT scanning and baseline MRI with SE T1-WI and T2-WI sequence combined with FMPSPGR sequence were performed in 37 patients with 43 small HCCs. Receiver operating characteristic (ROC) curves were plotted to analyze the results for modality. RESULTS: The areas below ROC curve (Az) were calculated. There was no statistical difference in dynamic enhancement MDCT and MRI. The detection rate of small HCC was 97.5%-97.6% on multiphase MDCT scanning and 90.7%-94.7% on MRI, respectively. The sensitivity of detection for small HCC on MDCT scanning was higher than that on dynamic enhancement MRI. The sensitivity of detection for minute HCC (tumor diameter ≤ 1 cm) was 90.0%-95.0% on MDCT scanning and 70.0%-85.0% on MRI, respectively. CONCLUSION: MDCT scanning should be performed for early detection and effective treatment of small HCC in patients with chronic hepatitis and cirrhosis during follow-up. 展开更多
关键词 Hepatocellular carcinoma X-ray computed tomography Magnetic resonance imaging
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FAULT DETECTION FOR MULTIPLE-VALUED LOGIC CIRCUITS WITH FANOUT-FREE 被引量:1
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作者 PanZhongliang 《Journal of Electronics(China)》 2004年第5期376-383,共8页
The single fault and multiple fault detections for multiple-valued logic circuits are studied in this paper. Firstly, it is shown that the cardinality of optimal single fault test set for fanout-free m-valued circuits... The single fault and multiple fault detections for multiple-valued logic circuits are studied in this paper. Firstly, it is shown that the cardinality of optimal single fault test set for fanout-free m-valued circuits with n primary inputs is not more than n + 1, for linear tree circuits is two, and for multiplication modulo circuits is two if n is an odd number or if n is an even number and m > 3, where the optimal test set of a circuit has minimal number of test vectors. Secondly,it is indicated that the cardinality of optimal multiple fault test set for linear tree circuits with n primary inputs is 1 + [n/(m - 1)], for multiplication modulo circuits is n+ 1, for fanout-free circuits that consist of 2-input linear tree circuits and 2-input multiplication modulo circuits is not greater than n+ 1, where [x] denotes the smallest integer greater than or equal to x. Finally,the single fault location approaches of linear tree circuits and multiplication modulo circuits are presented, and all faults in the two types of circuits can be located by using a test set with n + 1 vectors. 展开更多
关键词 Multiple-valued logic Digital circuits Fault detection Single fault Multiple faults
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