期刊文献+
共找到4篇文章
< 1 >
每页显示 20 50 100
基于特征自干扰与像素注意力机制的道路分割网络 被引量:1
1
作者 吴继璋 陈雪云 +1 位作者 丁启辰 刘泓锟 《广西大学学报(自然科学版)》 CAS 北大核心 2022年第5期1350-1362,共13页
主流网络在提取图片特征过程中易受其他目标干扰导致特征鲁棒性降低,而现有的基于噪声抗干扰机制有着伪特征与真实特征相似度不高这一劣势;注意力机制的运用可以提升道路场景特征的空间上下文关系从而增强特征的抗干扰能力,但现有的注... 主流网络在提取图片特征过程中易受其他目标干扰导致特征鲁棒性降低,而现有的基于噪声抗干扰机制有着伪特征与真实特征相似度不高这一劣势;注意力机制的运用可以提升道路场景特征的空间上下文关系从而增强特征的抗干扰能力,但现有的注意力机制缺乏像素级的特征筛选。针对上述问题提出了基于图像特征自干扰与像素注意力机制的道路分割网络,该网络分为主干分割网络和特征自干扰网络两部分,主干的分割网络包含像素注意力模块,可实现真实特征的提取和像素级的增强;自干扰网络输入原始图像随机裁剪和插值放大后得到的局部图生成伪特征,此外提出了融合模块用于实现伪特征与真实特征的融合并对主分割网络中间特征进行干扰。在KITTI和Cityscapes道路数据库上的实验表明:基于图像特征自干扰与像素注意力机制的分割方法与DeepLab V3分割方法相比,在KITTI数据集上的分割精度由88.02%提升至90.55%,在Cityscapes数据集上的分割精度由87.15%提升至90.16%。 展开更多
关键词 深度学习 道路分割 图像特征自干扰机制 像素注意力机制
下载PDF
结合空间上下文算法的道路场景法线区域分割
2
作者 陈雪云 姚渠 +3 位作者 丁启辰 贝学宇 黄小巧 金鑫 《浙江大学学报(工学版)》 EI CAS CSCD 北大核心 2021年第11期2013-2021,共9页
针对道路场景检测忽略法线属性的问题,为了加强对空间上下文和边缘信息的利用,提出结合空间上下文算法的道路场景法线区域分割方法,将道路场景识别为路面和障碍物分别对应的水平区域和竖直区域.在交叉熵损失函数的基础上添加障碍物增强... 针对道路场景检测忽略法线属性的问题,为了加强对空间上下文和边缘信息的利用,提出结合空间上下文算法的道路场景法线区域分割方法,将道路场景识别为路面和障碍物分别对应的水平区域和竖直区域.在交叉熵损失函数的基础上添加障碍物增强损失,改善训练过程不同分类的权重分配,提高小区域障碍物识别率.提出上下文改进算法优化位置关联图的矩阵计算方式,减少空间复杂度提高运算效率.嵌入边缘上下文模块削减噪声并强化主要边缘,加强边缘信息的利用.在自建数据集和Cityscapes数据集的实验结果表明,与主流的语义分割方法相比,本研究方法加强网络特征提取能力,能有效提高对道路法线区域的分割准确度,相较Deeplab,交并比提高了2.1%,能简单有效地实现避障任务. 展开更多
关键词 法线区域分割 空间上下文 边缘信息 道路场景 障碍物增强损失
下载PDF
Characteristic gene expression profiles in the progression from normal gastric epithelial cells to moderate gastric epithelial dysplasia and to gastric cancer 被引量:8
3
作者 LI Mao-lan ZHANG Jing-cheng +13 位作者 LI Song-gang WU Wen-guang RAO Long-hua DONG Ping GU Jun LU Jian-hua ZHANG Lin ding qi-chen WU Xiang-song MU Jia-sheng YANG Jia-hua ZHANG Wen-jie CHEN Lei LIU Ying-bin 《Chinese Medical Journal》 SCIE CAS CSCD 2012年第10期1777-1783,共7页
Background Gastric cancer ranks high among the most common causes of cancer-related death worldwide. This study was designed to explore key genes involved in the progression of normal gastric epithelial cells to moder... Background Gastric cancer ranks high among the most common causes of cancer-related death worldwide. This study was designed to explore key genes involved in the progression of normal gastric epithelial cells to moderate gastric epithelial dysplasia (mGED) and to gastric cancer. Methods Twelve pairs of mGED tissues, gastric cancer tissues, and normal gastric tissues were collected by gastroscopy. Total RNA was then extracted and purified. After the addition of fluorescent tags, hybridization was carried out on a Gene chip microarray slide. Significance analysis of microarrays was performed to determine significant differences in gene expression between the different tissue types. Results Microarray data analysis revealed totally 34 genes that were expressed differently: 18 highly expressed (fold change 〉2; P 〈0.01) and 16 down-regulated (fold change 〉2; P 〈0.01). Of the 34 genes, 24 belonged to several different functional categories such as structural molecule activity, extracellular regions, structural formation, cell death, biological adhesion, developmental processes, locomotion, and biological regulation that were associated with cancer. The remaining 10 genes were not involved in cancer research. Of these genes, the expression levels of Matrix metalloproteinase-12 (MMP12), Caspase-associated recruitment domain 14 (CARD14), and Chitinase 3-like 1 (CHI3L1) were confirmed by semi-quantitative RT-PCR. A two-way clustering algorithm divided the 36 samples into three categories and the overall correct classification efficiency was 80.6% (29/36). Almost all of these genes (31/34) showed constant changes in the process of normal gastric epithelial cells to mGED to gastric cancer. Conclusions The results of this study provided global gene expression profiles during the development and progression from normal gastric epithelial cells to mGED to gastric cancer. These data may provide new insights into the molecular pathology of gastric cancer which may be useful for the detection, diagnosis, and treatment. 展开更多
关键词 gastric cancer DYSPLASIA gene chips technology
原文传递
Vimentin significantly promoted gallbladder carcinoma metastasis 被引量:2
4
作者 DONG Ping HE Xiao-wei +12 位作者 GU Jun WU Wen-guang LI Mao-lan YANG Jia-hua ZHANG Ling ding qi-chen LU Jian-hua MU Jia-sheng CHEN Lei LI Song-gan ding Liang-fu WANG Jian-wei LIU Ying-bin 《Chinese Medical Journal》 SCIE CAS CSCD 2011年第24期4236-4244,共9页
Background The precise molecular mechanisms underlying the gallbladder carcinoma (GBC) metastasis has not been fully elucidated. Methods In the present study, metastasis-associated proteins were identified by compar... Background The precise molecular mechanisms underlying the gallbladder carcinoma (GBC) metastasis has not been fully elucidated. Methods In the present study, metastasis-associated proteins were identified by comparative proteomic analysis. The functional study of the candidate protein vimentin was further investigated. First, a pair of higher and lower metastatic sublines (termed GBC-SD/M3 and GBC-SD, respectively), originated from the same parental cell line, was screened by spontaneous tumorigenicity and metastasis in vivo in animal study and further characterized by metastatic phenotypes analysis in vitro. Subsequently, a proteomic approach comprised two-dimensional gel electrophoresis analysis and mass spectroscopy was used to identify and compare the protein expression patterns between higher metastatic GBC-SD/M3 and lower metastatic GBC-SD cell lines. Then twenty-six proteins were identified. Results Among the 26 proteins identified, fourteen proteins were up-regulated and 12 proteins were down-regulated in GBC-SD/M3. Vimentin was identified and found to be overexpressed in GBC-SD/M3 as compared with GBC-SD. This result was further confirmed by quantitative PCR and Western blotting analysis. Furthermore, the cell migration and invasion potency of GBC-SD/M3 in vitro was remarkably suppressed after small interference RNA-mediated knockdown of vimentin. Moreover, immunoblot and immunohistochemical analysis on 12 human GBC specimens showed consistently increased vimentin expression in metastases compared with primary tumors. Conclusion Tumor vimentin level may reflect the pathological progression in some GBC and may be a useful marker for predicting tumor metastasis and a therapeutic target for the treatment of GBC patients with metastases. 展开更多
关键词 gallbladder neoplasm hepatic metastasis VIMENTIN PROTEOMICS
原文传递
上一页 1 下一页 到第
使用帮助 返回顶部