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基于ResNet50和迁移学习的红鳍东方鲀病鱼检测方法 被引量:13
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作者 张方言 赵梦 +5 位作者 周弈志 胥婧雯 李海清 程思奇 吴俊峰 于红 《渔业现代化》 CSCD 2021年第4期51-60,共10页
针对红鳍东方鲀病鱼样本数量少、检测准确率不高等问题,提出一种基于ResNet50和迁移学习的红鳍东方鲀病鱼检测方法。首先使用ResNet50在ImageNet数据集上进行模型预训练;然后基于预训练结果构建了红鳍东方鲀病鱼检测ResNet50网络,将经... 针对红鳍东方鲀病鱼样本数量少、检测准确率不高等问题,提出一种基于ResNet50和迁移学习的红鳍东方鲀病鱼检测方法。首先使用ResNet50在ImageNet数据集上进行模型预训练;然后基于预训练结果构建了红鳍东方鲀病鱼检测ResNet50网络,将经过预训练的、包含16个残差块的模型权重迁移到构建的ResNet50网络中进行模型权重初始化以降低训练成本;为进一步提高检测的准确性,在构建的ResNet50网络模型的最后一个卷积层后面加入反卷积层用以学习目标中的细节信息;最后,用红鳍东方鲀健康鱼和病鱼图像构建了数据集,并采用翻转、旋转、随机裁剪、色度变化和添加噪声等方法进行了数据增广,以增加数据样本的多样性,进而提高检测方法的鲁棒性。在所构建的数据集上进行了试验,试验结果表明,基于ResNet50和迁移学习的红鳍东方鲀病鱼检测方法准确率可以达到99%,与ResNet18、ResNet34、ResNet101和ResNet152不同深度的残差网络相比,分别约提升了10.7%、6.6%、6.2%和5.6%,在与不加入反卷积的ResNet50残差网络相比,约提升0.4%的精度。研究表明,采用基于ResNet50和迁移学习的方法,有效地解决了红鳍东方鲀病鱼样本少和准确率不高的问题,为红鳍东方鲀病鱼检测提供了新方法。 展开更多
关键词 ResNet50 迁移学习 数据增广 红鳍东方鲀 病鱼检测 渔业信息化
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鱼病实时检测系统的研制与试验 被引量:1
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作者 杨霄 王朕 +3 位作者 赵伟 徐晶 文玲梅 徐敏 《中国农机化学报》 北大核心 2023年第11期130-137,共8页
为实现集约化水产养殖中的鱼类因病毒细菌等感染体表病症的快速、准确识别,帮助养殖户快速了解养殖池内的鱼病危害程度和分布情况,基于改进的YOLOv5结合嵌入式技术设计一套鱼病的快速检测系统。使用改进过的YOLOv5神经网络模型生成鱼病... 为实现集约化水产养殖中的鱼类因病毒细菌等感染体表病症的快速、准确识别,帮助养殖户快速了解养殖池内的鱼病危害程度和分布情况,基于改进的YOLOv5结合嵌入式技术设计一套鱼病的快速检测系统。使用改进过的YOLOv5神经网络模型生成鱼病的候选框,实现对鱼病的快速定级分类。检测系统根据候选框的数据对鱼病进行计数、分类,鱼病危害分类按正常、轻度、重度划分,结合患病鱼数形成对鱼病危害程度定量化测评的体系,最后引入GPRS模块获取检测点的位置信息,在软件端形成鱼病的热力图。模型测试结果表明:改进后的YOLOv5模型检测精准率为99.75%,召回率为93.21%,测试模型mAP50、mAP50:95对比原YOLOv5模型在帧数轻微下降3.22帧的情况下AP达到99.38%、88.09%,表明其拥有出色性能,改进后模型内存下降至13.6 MB。改进后YOLOv5模型体积更小,性能优越稳定强,适宜部署在鱼病检测嵌入式系统中。系统整体测试结果表明:系统能够实时的检测鱼病的发生,检测时系统能按正常,轻度,重度划分鱼病,并将鱼病的情况结合定位系统形成可视化的热力图像。 展开更多
关键词 检测 YOLOv5 图像处理 特征提取 信息服务
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白缘鱼央的循环水养殖与鱼病检验 被引量:4
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作者 龙华 刘薇 +4 位作者 陈建武 周运涛 张艳 汪登强 余其兴 《淡水渔业》 CSCD 北大核心 2005年第5期44-47,共4页
引种长江上游水系的白缘鱼央,在实验室条件下用自主设计制作的“双控循环养殖系统”进行驯养,通过对水流和温度的控制,解决了冷水鱼的水温、水质和饲料问题。对病鱼组织刮片和镜检,基本鉴别和确定了对白缘鱼央危害较大的水霉病病原体以... 引种长江上游水系的白缘鱼央,在实验室条件下用自主设计制作的“双控循环养殖系统”进行驯养,通过对水流和温度的控制,解决了冷水鱼的水温、水质和饲料问题。对病鱼组织刮片和镜检,基本鉴别和确定了对白缘鱼央危害较大的水霉病病原体以及两种寄生虫病病原体和两种出血病病原体,并对白缘鱼央的气泡病和弯体病的产生原因进行了分析。探讨了白缘鱼央“双控”“双低”养殖水体的必要性。 展开更多
关键词 白缘[央] 养殖 检测 循环水系统 循环水养殖 检验 实验室条件 原体 长江上游
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Detection of lymphocystis disease virus in Japanese flounder Paralichthys olivaceus and other marine teleosts from northern China
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作者 战文斌 李永芹 +2 位作者 绳秀珍 邢婧 唐小千 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 2010年第6期1213-1220,共8页
We isolated a strain of lymphocystis disease virus (LCDV) from Japanese flounder (Paralichthys olivaceus) cultured in northern China. Based on published sequences of major capsid protein (MCP) gene of LCDV-cn (... We isolated a strain of lymphocystis disease virus (LCDV) from Japanese flounder (Paralichthys olivaceus) cultured in northern China. Based on published sequences of major capsid protein (MCP) gene of LCDV-cn (GenBank: AF126405), we designed two primer sets P1/P2 and P3/P4. We then used one-step or nested PCR and in-situ hybridization (ISFI) to detect LCDV and identify the target tissues or cells in infected Japanese flounder. The PCR products were positive in purified viral supematant, skin nodules, gut, gill, kidney, spleen, stomach, heart, and liver of Japanese flounder. We compared the DNA sequence with 14 MCP nucleotide sequences from GenBank, including Megalocytivirus (OFIV and RSIV), lridovirus (CzlV and W/V), Ranavirus (TFV and FV3), and Lymphocystivirus (8 LCDV). Based on the alignment, we confirmed the PCR product was from Lymphocystivirus (GenBank accession number DQ279090 (LCDV-HD)). Using ISH, we noted the presence of LCDV in the skin nodules, gut, gill, spleen, stomach, and heart of spontaneously infected Japanese flounders. We successfully amplified LCDV fragments from Schlegel's black rockfish (Sebastes schlegeli Higendorf), redwing sea robin (Lepidotrigla microptera Gtinther) and turbot (Scophthalmus maximus) using the one-step and nested PCR, suggesting the target genes can be widely detected in fish using this method. 展开更多
关键词 lymphocysfis disease virus PCR in-situ hybridization Paralichthys olivaceus Sebastes schlegeli Lepidotrigla microptera Scophthalmus maximus
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Detection of Fish Disease Caused by Iridovirus on Grouper (Epinephelus sp.) and Pomfret Star (Trachinotus blochii) with Co-agglutination Method in Tanjungpinang, Indonesia
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作者 Surya Amanu Dwi Sulistiyono Inyoman Suardana 《Journal of Agricultural Science and Technology(B)》 2016年第2期121-128,共8页
Iridovirus infection often causes death and considerable economic losses in the aquaculture industry. This research applies the co-agglutination method that is fast, cheap and accurate in confirming the diagnosis of t... Iridovirus infection often causes death and considerable economic losses in the aquaculture industry. This research applies the co-agglutination method that is fast, cheap and accurate in confirming the diagnosis of the cause of an outbreak of illness caused by iridovirus in the field, so that remedial action can be taken quickly and appropriately to minimize the impact of wider losses. Samples were taken from the grouper and pomfret star farms that are experiencing outbreaks of infectious diseases in the months from May to August 2015, Tanjungpinang, Indonesia. The sick and allegedly attacked by iridovirus samples showed abnormal swimming clinical symptoms, weakness and the swollen spleen. The swollen spleen of sick fish created suspension in phosphate buffered saline (PBS) with pH 7.2, and then centrifuged at 8,000 rpm for I0 rain. The supernatant after centrifuge was used as the test sample. On a clean object glass, 50 μL of the supematant was treated with 50 μL kit co-agglutination pre-prepared. The positive results were shown by the agglutination reaction after 10-15 rain, while as a negative control, PBS was reacted with co-agglutination kit that looked homogeneous (no agglutination). It was showed that the grouper (Epinepkelus sp.) on four farms and pomfret star (Thracinotus blochii) on one farm that experienced an outbreak of infectious disease in Tanjungpinang showed positively infected iridovirus. The same positive iridovirus result was also demonstrated by examination using polymerase chain reaction (PCR) at 570 bp. So, the causative agent of plague on grouper and pomfret star was iridovirus. In addition, the co-agglutination test based on serology is more quick, cheap and accurate. 展开更多
关键词 IRIDOVIRUS GROUPER pomfret star co-agglutination and polymerase chain reaction.
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