基于图像融合技术与改进Faster R-CNN的绝缘子故障识别
为提高地铁接触网绝缘子故障检测精度,文中提出一种融合双流注意力生成对抗网络(DSAGAN)与改进Faster R-CNN的检测框架。针对多源图像特征融合难题,通过DSAGAN实现接触网绝缘子红外与可见光图像的高效融合:生成器采用注意力机制强化关键特征提取,判别器引入最小二乘损失函数替代传统交叉熵,有效保留纹理细节并提升网络稳定性。在故障识别阶段,改进Faster R-CNN模型采用ResNet101替代VGG16作为主干网络,结合残差连接缓解梯度异常问题,并在RPN层嵌入非极大值抑制(NMS ...
耿占权, 苏飞
doaj
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Qiu YL, Mao Y, Lu CL.
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Luciferase2/mKate2双报告基因对小鼠骨髓间充质干细胞的标记及活体光学成像研究
摘 要: 【目的】 Luciferase2/mKate2双报告基因标记小鼠骨髓间充质干细胞(mMSC),并进行活体生物发光和荧光双模态光学成像研究。【方法】全骨髓细胞贴壁分离法提取mMSC,进行细胞表面标志物和多向分化潜能的鉴定;CMV-Luciferase2-mKate2慢病毒感染mMSC,根据细胞内远红荧光蛋白mKate2的表达水平评估转染效率并利用流式细胞仪进行纯化筛选;对筛选后的mMSC(mMSC-CMV-Luc2-mKate2,mKate2+>95%)进行活体生物发光和荧光双模态光学成像 ...
doaj
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Group Of Neurofibromatosis Plastic And Reconstructive Surgery Society Of Chinese Medical Association +1 more
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Sun S, Tao Q, Zhao K, Hu Q, Feng Y.
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Hu Y +6 more
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Zheng J, Hu X, Gu B.
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Li B, Liang H.
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