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一种基于注意力机制的端到端图像匹配方法
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作者 李维文 冉昌艳 《长江信息通信》 2023年第2期5-7,11,共4页
针对同一场景中多组图像匹配精度低,以及不同场景中图像匹配鲁棒性差等问题,提出一种基于深度学习的端到端图像匹配方法。本文基于LoFTR改进,在融合ResNet和FPN的特征提取网络中,减少其激活函数,并加入CBAM注意力模块,后续通过Transfro... 针对同一场景中多组图像匹配精度低,以及不同场景中图像匹配鲁棒性差等问题,提出一种基于深度学习的端到端图像匹配方法。本文基于LoFTR改进,在融合ResNet和FPN的特征提取网络中,减少其激活函数,并加入CBAM注意力模块,后续通过Transfromer生成特征图,进行图像匹配。结果表明,改进网络结构后的方法具有更好的匹配精度以及鲁棒性,在公开数据集Megadepth的子集上进行训练和测试,平均匹配精度达到93.68%,相较于LoFTR提升了1.33%,在阈值为5°、10°、20°情况下姿态误差的AUC数值均有提升;在TUM数据集子集上验证,其平均匹配精度提高了2.13%。 展开更多
关键词 深度学习 图像匹配 ResNet CBAM Transfromer
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Application of Finite Fourier Transform and Similarity Approach in a Binary System of the Diffusion of Water in a Polymer
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作者 Hisham A. Maddah 《Journal of Materials Science and Chemical Engineering》 2016年第4期20-30,共11页
This paper describes the method of two important mathematical techniques used in chemical engineering applications. Solving a mass transfer problem, weather in finite or semi-infinite domain, may seem difficult withou... This paper describes the method of two important mathematical techniques used in chemical engineering applications. Solving a mass transfer problem, weather in finite or semi-infinite domain, may seem difficult without the practice of Finite Fourier Transform (FFT) and Similarity Transformation. Finite systems refer to any closed system that has a specific boundary that can be determined. For example, polymer sheets, membranes, storage tanks, oil reservoirs and a human stomach are determined to be finite systems where FFT is applicable to derive expressions for concentration profiles of the materials in the system. However, Similarity Transformation method is used to identify the concentration profile in semi-infinite systems that have no limits. It has been approved that we may also use the similarity procedure for finite systems since our results are almost the same. Methodologies of both techniques have been discussed thoroughly in order to apply them to a water-polymer diffusion system for the determination of the concentration of water in a polymer sheet of PET. Discussion and comparison between FFT and similarity is included to illustrate the power of each mathematical procedure in predicting and modeling mass concentrations. 展开更多
关键词 SIMILARITY Fininte Fourier Transfrom Modeling Mass Transfer Concentration Profile
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Effects of angiotensin Ⅱ receptor antagonist on expression of collagen Ⅲ,collagen Ⅴ,and transforming growth factor β_1 in the airway walls of sensitized rats 被引量:12
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作者 杜永成 许建英 张韶君 《Chinese Medical Journal》 SCIE CAS CSCD 2004年第6期908-912,共5页
Background Repeated attacks of bronchial asthma lead to different degrees of airway remodeling,the mechanism of which is not yet clear. Some evidences indicate that it is related to the excessive expression of some gr... Background Repeated attacks of bronchial asthma lead to different degrees of airway remodeling,the mechanism of which is not yet clear. Some evidences indicate that it is related to the excessive expression of some growth promotion factors. Angiotensin Ⅱ is a polypeptide that may be involved in airway remodeling. To evaluate its role in airway remodeling in asthma,we observed the effects of an angiotensin Ⅱ type 1 receptor antagonist (valsartan) on the expression of collagen Ⅲ,collagen Ⅴ,and transforming growth factor β_1 (TGF-β_1) mRNA and protein in the airway walls of sensitized rats.Methods Forty Wistar rats were randomly divided into 5 groups: control group,sensitized group,and valsartan groups 1,2,and 3. The rats in the sensitized group and in valsartan groups 1,2,and 3 were sensitized and challenged with ovalbumin. Rats in control group were sensitized and challenged with 0.9% NaCl. Rats from valsartan groups 1,2,and 3 were drenched with valsartan (10 μg, 20 μg,or 30 μg,respectively) at the time of the ovalbumin challenges. The expression of collagen Ⅲ,collagen Ⅴ,and TGF-β_1 protein were detected using immunohistochemical method in combination with image analysis methods. The expression of TGF-β_1 mRNA was detected by in situ hybridization. Results The expression in the airways of collagen Ⅲ and collagen Ⅴ was significantly higher in rats from the sensitized group (7.73±0.81, 1.34±0.28) and from valsartan groups 1,2,and 3 (5.73±0.64, 1.13±0.15; 4.96±0.51, 0.98±0.08; 4.43±0.35, 0.93±0.06,respectively) than those in the control group (2.65±0.38, 0.67±0.08,P <0.05). In addition,collagen levels were significantly lower in valsartan groups 1,2,and 3 than those from the sensitized group ( P <0.05). The expression of TGF-β_1 mRNA and protein in the airways was significantly higher in rats from the sensitized group (20.49%±3.46%,29.73%±3.25%) and from valsartan groups 1,2,and 3 (16.47%±1.94%, 19.41%±1.87%; 14.38%±1.58%, 18.29%±1.43%; 12.96%±1.73%, 18.63%±1.11%,respectively) than that from the control group (7.84%±1.61%, 5.63%±1.07%,P <0.05). TGF-β_1 mRNA and protein levels were significantly lower in valsartan groups 1,2,and 3 than that in the sensitized group ( P <0.05). Conclusions Angiotensin Ⅱ receptor antagonist valsartan can suppress synthesis of collagen Ⅲ and collagen Ⅴ by downregulating TGF-β_1 mRNA and protein expression. Valsartan can decrease airway remodeling and could play a role in asthma therapy. 展开更多
关键词 airway remodeling.transfroming growth factor β_1.collagen type Ⅲ.collagen type Ⅴ.angiotensin receptor antagonist
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