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先验GAN的CBCT牙齿图像超分辨率方法 被引量:1
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作者 宋全博 李扬科 +2 位作者 范业莹 陆书一 周元峰 《计算机辅助设计与图形学学报》 EI CSCD 北大核心 2023年第11期1751-1759,共9页
针对高分辨率的锥形束计算机断层扫描图像难以获取的问题,提出一种基于先验生成对抗网络的锥形束计算机断层扫描图像超分辨率方法,其通过微型断层扫描图像作为参照,对超分辨率网络进行弱监督训练.首先训练一个生成对抗网络,用于生成高... 针对高分辨率的锥形束计算机断层扫描图像难以获取的问题,提出一种基于先验生成对抗网络的锥形束计算机断层扫描图像超分辨率方法,其通过微型断层扫描图像作为参照,对超分辨率网络进行弱监督训练.首先训练一个生成对抗网络,用于生成高质量的单颗牙齿的微型计算机断层扫描图像,并将其嵌入到一个U型的主干网络中作为先验解码器;然后利用低分辨率的多颗牙齿的锥形束计算机断层扫描图像对主干网络进行训练,先定位到锥形束计算机断层扫描影像中的每一颗牙,再分别提高分辨率;最后解决锥形束计算机断层扫描与微型计算机断层扫描之间的域差距,通过设计基于小波变换噪声提取的域适应退化模块,间接优化生成器生成更符合微型计算机断层扫描信息分布的图像.在锥形束计算机断层扫描数据集上进行实验的结果表明,与现有的超分辨率方法相比,所提方法的峰值信噪比提高了0.79~6.02 dB,感知相似度评价指标降低了0.01~0.72,并且在牙齿部分获得了更好的视觉效果,具有较强的竞争力. 展开更多
关键词 超分辨率 锥形束计算机断层扫描图像 先验生成对抗网络 弱监督学习
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DGP1,a drought-induced guard cell-specific promoter and its function analysis in tobacco plants 被引量:1
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作者 LI Jun GONG Ximing +3 位作者 LIN Huiqiong song quanbo CHEN Jia WANG Xuechen 《Science China(Life Sciences)》 SCIE CAS 2005年第2期181-186,共6页
The genetic regulation of stomatal movement mainly depends on an efficient control system of gene expression,and guard cell-specific promoter is becoming the best choice.Here we combined the dehydration responsive ele... The genetic regulation of stomatal movement mainly depends on an efficient control system of gene expression,and guard cell-specific promoter is becoming the best choice.Here we combined the dehydration responsive element(DRE)with guard cell specific element(GCSE)to construct a novel promoter,DGP1.Histochemical assays in transgenic tobacco carryingβ-glucuronidase(gus)gene fused to DGP1 demonstrated that GUS activity was found to be highly inducible by drought treatment and specifically restricted to guard cells.No GUS activity was detected in roots,stems or flowers after treatment.Further quantitative analysis showed that GUS activity in the epidermal strips was apparently induced by dehydration and dramatically increased with the elongation of treatment.The GUS activity after 8 h treatment was 179 times that of those without treatment.Although GUS activity in roots,stems or mesophyll increased after treatment,no great changes were observed.These results suggested that DGP1 could drive target gene expressed in guard cells when plant is subjected to drought stress.And this gets us prepared to control opening and closing of stomata through plant gene engineering. 展开更多
关键词 TOBACCO PROMOTER guard cell drought.
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