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Development and research of deep neural network fusion computer vision technology

JOURNAL OF INTELLIGENT SYSTEMS 2023年第1期32卷

作者： Wang, Jiangtao Zhejiang YueXiu Univ Sch Network Commun Shaoxing 312000 Peoples R China

Deep learning (DL) has revolutionized advanced digital picture processing, enabling significant advancements in computer vision (CV). However, it is important to note that older CV techniques, developed prior to the emergence of DL, still hold value and relevance. Particularly in the realm of more complex, three-dimensional (3D) data such as video and 3D models, CV and multimedia retrieval remain at the forefront of technological advancements. We provide critical insights into the progress made in developing higher-dimensional qualities through the application of DL, and also discuss the advantages and strategies employed in DL. With the widespread use of 3D sensor data and 3D modeling, the analysis and representation of the world in three dimensions have become commonplace. This progress has been facilitated by the development of additional sensors, driven by advancements in areas such as 3D gaming and self-driving vehicles. These advancements have enabled researchers to create feature description models that surpass traditional two-dimensional approaches. This study reveals the current state of advanced digital picture processing, highlighting the role of DL in pushing the boundaries of CV and multimedia retrieval in handling complex, 3D data.

关键词： deep neural network computer vision technology 3D

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Audit Optimization Based on computer vision technology

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Journal of computer and Communications 2022年第10期10卷 50-58页

作者： Zeping Yang Ge Gao Zhuhai College of Science and Technology Zhuhai China Jilin University Changchun China

Research Purposes: The project is based on the traditional accounting audit platform, on the basis of technical research, to re-create a three-party relationship, widely used data platform. Research Methodology: We use the SQL Server database data storage principle, the original documents and other first-hand information direct electronic storage. Research Results: It will not only increase file sharing and privilege management algorithms, but also prevent first-hand data modification, and the use of more intelligent embedded management of various modules to protect the three parties to exercise their legitimate rights and interests on the platform.

关键词： Audit Platform computer vision technology Information

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Application of computer vision technology in Intelligent Transportation

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信息工程期刊（中英文版） 2022年第1期10卷 25-31页

作者： Chao Tang Meirong Tang Tianen Construction Group Co. Ltd.QianjiangHubei433100

With the social development and the continuous improvement of scientific and technological level,the people's living standards continue to improve,and the demand for intelligent technology is also *** recent years,with the increase of the number of cars and the frequent occurrence of traffic accidents,the problem of traffic safety has attracted the attention of all sectors of society,and computer vision technology has been gradually appliedto intelligent *** paper analyzes the application of computer vision technology in detail,so as to provide reference for the development of intelligent transportation in our country.

关键词： computer vision technology Intelligent Transportation Application Analysis

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Rapid discrimination of Chinese dry-cured hams based on Tri-step infrared spectroscopy and computer vision technology

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SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY 2020年第0期228卷 117842-000页

作者： Zhang, Danni Feng, Xi Xu, Changhua Xia, Dong Liu, Siqi Gao, Shaoting Zheng, Fuping Liu, Yuan Beijing Technol & Business Univ Beijing Adv Innovat Ctr Food Nutr & Human Hlth Beijing 100048 Peoples R China Shanghai Jiao Tong Univ Dept Food Sci & Technol 800 Dongchuan RD Shanghai 200240 Peoples R China Calif State Univ Dept Nutr Food Sci & Packaging San Jose CA 95192 USA Shanghai Ocean Univ Coll Food Sci & Technol Shanghai 201306 Peoples R China

The aim of this study was to establish rapid and efficient methods based on a Tri-step infrared spectroscopy (Fourier transform infrared spectroscopy (FT-IR) integrated with second derivative infrared spectroscopy (SD-IR) and two-dimensional correlation infrared spectroscopy (2DCOS-IR)) and computer vision technology to identify and evaluate the quality of three Chinese dry-cured hams (Jinhua, Xuanwei and Rugao hams). 9 dry-cured hams (3 different quality grades of each geographical origin) had similar IR spectra. Nevertheless, they could be further discriminated visually by SD-IR and 2DCOS-IR spectra. All samples can be separated by the computer vision technology incorporated with Principal Component Analysis (PCA) and Cluster analysis (CA). This study not only preliminarily verified the possibility of using Tri-step infrared spectroscopy and computer vision technology to discriminate the geographical origins and quality grades of Chinese dry-cured hams, but also provided prospects of the application of infrared spectroscopy and computer vision technology to authenticate other meat products. (c) 2019 Elsevier B.V. All rights reserved.

关键词： Dry-cured ham Tri-step infrared spectroscopy computer vision technology Geographical origin Quality grades

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Application of the computer vision technology in the Image Feature Extraction

Application of the Computer Vision Technology in the Image F...

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International Conference on Cyber Security Intelligence and Analytics (CSIA)

作者： Qu, Yunhui Xian Med Univ Comp Teaching & Res Sect Xian 710054 Shaanxi Peoples R China

ISBN: (纸本)9783030152352;9783030152345

The image feature extraction is separated from the computer vision and the image processing. computer is used to analyze and process the image information, and then to determine the invariant features of the image, and then to process the actual problems with the extracted features. Based on the basic principles and theories of the image processing technology, this paper carries out the application analysis of the computer vision technology in various fields and implements the comparative analysis of its methods.

关键词： computer vision technology Image features Extraction technology Application research

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Research on Intelligent Family Learning Assistant Based on computer vision technology

Research on Intelligent Family Learning Assistant Based on C...

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3rd International Conference on Politics,Economics and Law(ICPEL 2018)

作者： Lunbin Li Haikun Teng Computer and Information Engineering Heihe University

Because some students' learning habits are not good and their learning methods are not scientific, this leads to poor academic performance. In order to solve this problem, an intelligent home learning assistant software is developed on the basis of convolutional neural network is developed. It is learning assistant software which combines artificial intelligence,computer vision technology and auxiliary family education *** similar software has been found at home and abroad. The software can analyze the loopholes of students' learning knowledge points by recording the students' wrong questions,construct a unique picture of their mastery of personal knowledge, remind and supervise students to review the old and learn the new on time, and help students cultivate good learning habits by doing homework, so as to further improve students' academic performance. It has a certain society value.

关键词： learning assistant computer vision technology artificial intelligence convolution neural network

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Research on the Application of computer vision technology in the Design of the “Cultural Display” Public Space

Research on the Application of Computer Vision Technology in...

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第十三届环境行为研究国际学术研讨会（EBRA 2018）

作者： Song Ruiqi Hu Yike Yang Liu School of Architecture Tianjin University

computer vision technology(CVT) has been widely used in daily life and engineering areas,but it has not been fully applied in public space design until *** advantage of accurate monitoring from CVT could avoid deviations caused by human visual error,and CVT could reduce psychological distress may result in deviation caused by portable test *** CVT to public space design is a new attempt,which is different from the method of manual observation or pictorial *** of all,CVT generate accurate behavior-space related images by analyzing continuous video *** start space prototype research including pattern prototype,structure prototype and behavioral prototype base on group of people's activity and location ***,generate abstract "Structure Prototype"(such as:T-type,L-type,I-type,U-type,O-type,etc.) through behavioral analysis of group of ***,a pleasant space--"pattern prototype"--is formed for different kinds of activities according to space organization and *** is the process of graphic *** paper discuss relationships between space and participator's behavior,conclusion could use in optimal design of "Cultural Display" building public space.

关键词： Building Public Space computer vision technology Cultural Display Architecture Behavior Space Design

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Application of computer vision technology on Seed Conditioning and Parameter Determination of Zhengdan958 Corn Variety (Zea Mays L.)

Application of Computer Vision Technology on Seed Conditioni...

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2018 International Conference on computer, Electronic Information and Communications(CEIC 2018)

作者： Kai-xia WEN Li-ming YANG Jian-hua WANG Qun SUN College of Agriculture and Biotechnology China Agricultural University/The Innovation Center (Beijing) of Crop Seed sciences Ministry of Agriculture/Beijing Key Laboratory of Crop Genetic Improvement College of Science China Agricultural University College of Agriculture and Biotechnology China Agricultural University/The Innovation Center of (Beijing) Crop Seed sciences Ministry of Agriculture/Beijing Key Laboratory of Crop Genetic Improvement

In order to provide clear data support for corn seeds conditioning and parameter selection, and get the optimal selection results for specific seeds batches, we used seed identification software to extract the color and morphology traits of 304 single kernels of Zhendan958 corn variety, and analyzed the correlation of these physical parameters with seedling fresh and dry weights. The results showed that the width, length, projection area, Blue, b, and S of the endosperm are significantly correlated with the fresh weight of each seedling, with a correlation coefficient exceeding 0.5 and a coefficient of variation of over 10%, which means if we sort seeds according to these traits, we could get good seed processing results. When using the selection criteria Blue > 160, b < 30, Saturation ≤ 30, width < 8 mm, length < 9 mm, and projection area < 50 mm, the average fresh weight of the resulting seedlings increased by 1.0233, 1.0250, 1.0250, 1.0325, 1.0295, and 1.0250 g, respectively, which represents an increase of at least 6%. Verification test in the same seed batch validated our results. This kind of test could be used in seed processing factory and determine the optimal seed conditioning procedures and parameters.

关键词： Seed vigor Seed conditioning parameter Physical traits computer vision technology

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Application of computer vision technology in Agriculture

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Agricultural Science & technology 2017年第11期18卷 2158-2162页

作者：黄喜梅毕建杰张楠丁筱玲李飞侯发东山东农业大学机械与电子工程学院山东省园艺机械与装备重点实验室泰安271018 山东农业大学作物生物学国家重点实验室山东泰安271018

With the development of image processing technology and computer, computer vision technology has been widely used in the production of agriculture,and has made many important achievements. This paper reviews its-research progress on diagnosis of agricultural products, water diagnosis, weed identification,product quality testing and grading, agricultural picking and sorting and other as- pects, and finally put forward its existing problems and prospects for the future.

关键词： Image processing computer vision technology Agriculture production Prospect

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APPLICATION AND STUDY ON RAPID DETECTION OF BACILLUS CEREUS IN food BY computer vision technology

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CARPATHIAN JOURNAL OF FOOD SCIENCE AND technology 2014年第2期6卷 23-28页

作者： Liu, Shuying XianYang Normal Univ Inst Informat Engn Xianyang 712000 Shaanxi Peoples R China

With the increase of bromatotoxismus incidents induced by the foodborne pathogens, the study of detection methods of microbes in food both at home and abroad draws more and more attention. They are trying their best to avoid the defects in the traditional detection methods, so as to meet the need of ensuring the food quality and safety by detection, bacillus cereus is one of the most common foodborne pathogens which result in food poisoning, and it lives widely in the natural world in the form of spores. It can rapidly grow and propagate after infecting the food. It is likely to induce food poisoning once mistaken for food. Based on the computer vision technology and specific staining methods of bacillus cereus, this paper primarily discusses the rapid detection methods of bacillus cereus in food. This paper proposed some new ideas on the rapid detection of bacillus cereus in food, and extended the application of rapid detection system for microbes, thus to provide some theories and technology for supporting this system.

关键词： Bacillus cereus computer vision technology Rapid detection

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