首页 > 最新文献

Proceeding International Conference on Science and Engineering最新文献

英文 中文
Detection of Depression and Anxiety through Speech, Voice, and Sentiment Analysis 通过言语、声音和情绪分析检测抑郁和焦虑
Pub Date : 2023-04-17 DOI: 10.52783/cienceng.v11i1.177
S. M. M. N. Y. A. C. M. R. P. V. M. Diwate, P. S. Oza, O. N. Wagh
This study investigates the potential of using speech, voice, and sentiment analysis for detecting depression and other mental health disorders among 3,995 employees in the IT sector. The study aims to explore the feasibility of using these technologies to detect mental health concerns earlier, to improve diagnosis and treatment outcomes. Participants in the study provided speech and text samples, which were analyzed using various machine-learning algorithms to identify patterns associated with depression and other mental health disorders. The results suggest that speech, voice, and sentiment analysis have the potential to be effective tools for the early detection of mental health concerns among employees in the IT sector.              However, ethical and privacy concerns must be addressed before widespread implementation of these technologies. The study highlights the importance of balancing the potential benefits of these technologies with the need to protect individual privacy and ensure the ethical use of sensitive health data. Overall, the study highlights the promise of speech, voice, and sentiment analysis in the field of mental health and the potential for these technologies to improve the lives of individuals in the IT sector and beyond.
这项研究调查了3,995名IT部门员工使用言语、声音和情绪分析来检测抑郁症和其他精神健康障碍的潜力。本研究旨在探讨使用这些技术早期检测心理健康问题的可行性,以改善诊断和治疗结果。该研究的参与者提供了语音和文本样本,使用各种机器学习算法对其进行分析,以识别与抑郁症和其他精神健康障碍相关的模式。研究结果表明,言语、声音和情绪分析有可能成为早期发现IT部门员工心理健康问题的有效工具。然而,在广泛实施这些技术之前,必须解决道德和隐私问题。该研究强调了平衡这些技术的潜在好处与保护个人隐私和确保合乎道德地使用敏感健康数据的需要的重要性。总体而言,该研究强调了语音、声音和情绪分析在心理健康领域的前景,以及这些技术改善IT行业及其他行业个人生活的潜力。
{"title":"Detection of Depression and Anxiety through Speech, Voice, and Sentiment Analysis","authors":"S. M. M. N. Y. A. C. M. R. P. V. M. Diwate, P. S. Oza, O. N. Wagh","doi":"10.52783/cienceng.v11i1.177","DOIUrl":"https://doi.org/10.52783/cienceng.v11i1.177","url":null,"abstract":"This study investigates the potential of using speech, voice, and sentiment analysis for detecting depression and other mental health disorders among 3,995 employees in the IT sector. The study aims to explore the feasibility of using these technologies to detect mental health concerns earlier, to improve diagnosis and treatment outcomes. Participants in the study provided speech and text samples, which were analyzed using various machine-learning algorithms to identify patterns associated with depression and other mental health disorders. The results suggest that speech, voice, and sentiment analysis have the potential to be effective tools for the early detection of mental health concerns among employees in the IT sector.             \u0000 However, ethical and privacy concerns must be addressed before widespread implementation of these technologies. The study highlights the importance of balancing the potential benefits of these technologies with the need to protect individual privacy and ensure the ethical use of sensitive health data. Overall, the study highlights the promise of speech, voice, and sentiment analysis in the field of mental health and the potential for these technologies to improve the lives of individuals in the IT sector and beyond.","PeriodicalId":214525,"journal":{"name":"Proceeding International Conference on Science and Engineering","volume":"150 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117059941","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Toward Sociable City Park: The Relationship between Sociopetality of Seating Facilities Design and Communities’ Social Activity in Khon Kaen, Thailand 走向社会性城市公园:泰国孔敬区座椅设施设计的社会性与社区社会活动的关系
Pub Date : 2023-04-17 DOI: 10.52783/cienceng.v11i1.180
Badri, Chantanee Chiranthanut
Green space in urban areas, including city parks, is one of the essential components and inseparable elements of the urban structure. Not only have environmental benefits, but city parks are also beneficial for the community in social improvement, as they become places for human interaction and integration. Khon Kaen City, one of the city centers in Thailand, continues to grow from what was originally only a small rural area. Thus the existence of city parks is fundamental. Since sitting is an activity that can open opportunities for social interaction and create the vitality of urban space, the importance of creating seating that can maximize the social interaction (sociopetal) of the community in the city park is needed. However, the seating facilities in Khon Kaen city parks are dominated by linear seating characteristics that can minimize social interaction (sociofugal). This study aims to investigate the relationship between the sociopetality of seating facilities design and communities' social activity. Data on seating facilities design characteristics and communities' social activity collected through behavioral mapping in three city parks in Khon Kaen were analyzed using chi-square and odd ratio. The results showed a significant relationship between the sociopetality of seating facilities design and communities' social activity. Sociopetal seats tend to be used 2.4 times more often for social activity than individual activity. This finding can be a reference for architects, planners, and designers to increase social activity in city parks.
城市绿地,包括城市公园,是城市结构的重要组成部分和不可分割的要素之一。城市公园不仅具有环境效益,而且在社会改善方面也有利于社区,因为它们成为人类互动和融合的场所。孔敬市是泰国的城市中心之一,从最初的一个小农村地区不断发展壮大。因此,城市公园的存在是根本的。由于坐是一种可以为社会互动打开机会并创造城市空间活力的活动,因此在城市公园中创造能够最大限度地发挥社区社会互动(sociopetal)的座位的重要性是必要的。然而,孔敬城市公园的座位设施以线性座位为主,可以最大限度地减少社会互动(社交)。本研究旨在探讨座位设施设计的社会活力与社区社会活动之间的关系。采用卡方法和奇比法对孔敬县三个城市公园的座位设施设计特征和社区社会活动数据进行分析。结果表明,座位设施设计的社会活力与社区的社会活动之间存在显著的关系。社交座椅用于社交活动的频率往往是个人活动的2.4倍。这一发现可以为建筑师、规划师和设计师增加城市公园的社会活动提供参考。
{"title":"Toward Sociable City Park: The Relationship between Sociopetality of Seating Facilities Design and Communities’ Social Activity in Khon Kaen, Thailand","authors":"Badri, Chantanee Chiranthanut","doi":"10.52783/cienceng.v11i1.180","DOIUrl":"https://doi.org/10.52783/cienceng.v11i1.180","url":null,"abstract":"Green space in urban areas, including city parks, is one of the essential components and inseparable elements of the urban structure. Not only have environmental benefits, but city parks are also beneficial for the community in social improvement, as they become places for human interaction and integration. Khon Kaen City, one of the city centers in Thailand, continues to grow from what was originally only a small rural area. Thus the existence of city parks is fundamental. Since sitting is an activity that can open opportunities for social interaction and create the vitality of urban space, the importance of creating seating that can maximize the social interaction (sociopetal) of the community in the city park is needed. However, the seating facilities in Khon Kaen city parks are dominated by linear seating characteristics that can minimize social interaction (sociofugal). This study aims to investigate the relationship between the sociopetality of seating facilities design and communities' social activity. Data on seating facilities design characteristics and communities' social activity collected through behavioral mapping in three city parks in Khon Kaen were analyzed using chi-square and odd ratio. The results showed a significant relationship between the sociopetality of seating facilities design and communities' social activity. Sociopetal seats tend to be used 2.4 times more often for social activity than individual activity. This finding can be a reference for architects, planners, and designers to increase social activity in city parks.","PeriodicalId":214525,"journal":{"name":"Proceeding International Conference on Science and Engineering","volume":"40 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115788997","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Highly Improved Acetone Gas Sensing Performance of Mesoporous Cobaltosic Oxide Nanoparticles and Physical Mechanism 介孔氧化钴纳米颗粒丙酮气敏性能的改进及其物理机理
Pub Date : 2023-04-17 DOI: 10.52783/cienceng.v11i1.181
Madiha Khan, Ahtisham Anjum, Muhammad Zaka, Irum M
Mesoporous Cobaltosic oxide nanoparticles are now widely employed in a variety of applications across the world. It is both environmentally and economically favorable. It was well prepared in this study using a cost-effective thermal stirring procedure. The X-ray diffraction method at ambient temperature was used to explain the formation of single spinel structure, purity, and cat-ion distribution of the material, and the lattice constant of mesoporous Cobaltosic oxide nanoparticles was 8.23 Å. SEM and EDX examination were used to investigate phase formation, elemental content, and surface morphology. The average particle size for primitive mesoporous Cobaltosic oxide nanoparticles is 17nm. DRS determined the band gap for mesoporous Cobaltosic oxide nanoparticles to be 1.48 eV for direct band bending and 2.19 eV for indirect band gap. The sensitivities of the sample are greater due to the mesoporous-structures with a large surface area. Mesoporous Cobaltosic oxide nanoparticles have a greater specific surface area (59.63m2 g− 1), resulting in good acetone gas sensing characteristics at the optimal working temperature of 150°C. Furthermore, the sample exhibits high stability and selectivity against acetone gas. The gas-sensing mechanism is determined by comparing the sensitivity of Mesoporous Cobaltosic oxide nanoparticles to surface oxygen and acetone gas adsorption. It is the best among the top other materials, according to the results.
介孔氧化钴纳米颗粒目前在世界范围内广泛应用于各种应用。它对环境和经济都有利。本研究采用了一种经济有效的热搅拌方法制备了该材料。采用室温x射线衍射法对材料的单尖晶石结构的形成、纯度和阳离子分布进行了分析,得到中孔氧化钴纳米颗粒的晶格常数为8.23 Å。SEM和EDX检测用于研究相形成、元素含量和表面形貌。原始介孔氧化钴纳米颗粒的平均粒径为17nm。DRS测定了中孔氧化钴纳米颗粒的带隙为1.48 eV,间接带隙为2.19 eV。由于样品的介孔结构具有较大的表面积,因此样品的灵敏度更高。介孔氧化钴纳米颗粒具有更大的比表面积(59.63m2 g−1),在150℃的最佳工作温度下具有良好的丙酮气敏特性。此外,该样品对丙酮气体具有较高的稳定性和选择性。通过比较介孔氧化钴纳米颗粒对表面氧和丙酮气体吸附的敏感性,确定了气敏机理。根据结果,它是其他顶级材料中最好的。
{"title":"Highly Improved Acetone Gas Sensing Performance of Mesoporous Cobaltosic Oxide Nanoparticles and Physical Mechanism","authors":"Madiha Khan, Ahtisham Anjum, Muhammad Zaka, Irum M","doi":"10.52783/cienceng.v11i1.181","DOIUrl":"https://doi.org/10.52783/cienceng.v11i1.181","url":null,"abstract":"Mesoporous Cobaltosic oxide nanoparticles are now widely employed in a variety of applications across the world. It is both environmentally and economically favorable. It was well prepared in this study using a cost-effective thermal stirring procedure. The X-ray diffraction method at ambient temperature was used to explain the formation of single spinel structure, purity, and cat-ion distribution of the material, and the lattice constant of mesoporous Cobaltosic oxide nanoparticles was 8.23 Å. SEM and EDX examination were used to investigate phase formation, elemental content, and surface morphology. The average particle size for primitive mesoporous Cobaltosic oxide nanoparticles is 17nm. DRS determined the band gap for mesoporous Cobaltosic oxide nanoparticles to be 1.48 eV for direct band bending and 2.19 eV for indirect band gap. The sensitivities of the sample are greater due to the mesoporous-structures with a large surface area. Mesoporous Cobaltosic oxide nanoparticles have a greater specific surface area (59.63m2 g− 1), resulting in good acetone gas sensing characteristics at the optimal working temperature of 150°C. Furthermore, the sample exhibits high stability and selectivity against acetone gas. The gas-sensing mechanism is determined by comparing the sensitivity of Mesoporous Cobaltosic oxide nanoparticles to surface oxygen and acetone gas adsorption. It is the best among the top other materials, according to the results.","PeriodicalId":214525,"journal":{"name":"Proceeding International Conference on Science and Engineering","volume":"93 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117345303","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Monitoring and Assistance of Physical Fitness For All Age Group 监测和协助所有年龄组的身体健康
Pub Date : 2023-03-20 DOI: 10.52783/cienceng.v11i1.104
G. Trajano, C. G. de Oliveira, J. P. Ferreiraa
Fit Niche's goal is to give users instructions and examples for one or more different types of exercise, physical activity, or other fitness-related topics. Depending on a person's current level of fitness, Fit-Niche offers exercises at varying levels of difficulty. Some individuals only need a chair as their only piece of equipment. Included chair-supported activities were intended to raise the calibre of the health and fitness industry. Our approach is meant to aid users in making the most of internet technologies for bettering their health. It considers every aspect of the website and enables us to confirm that the final product satisfies our exacting requirements.Below are the actions we'll take to make sure that happens.
Fit Niche的目标是为用户提供一种或多种不同类型的锻炼、体育活动或其他健身相关主题的指导和示例。根据一个人目前的健康水平,Fit-Niche提供不同难度的锻炼。有些人只需要一把椅子作为他们唯一的装备。包括椅子支持的活动旨在提高健康和健身行业的水平。我们的方法旨在帮助用户充分利用互联网技术来改善他们的健康。它考虑了网站的各个方面,使我们能够确认最终产品满足我们的严格要求。下面是我们将采取的行动,以确保实现这一目标。
{"title":"Monitoring and Assistance of Physical Fitness For All Age Group","authors":"G. Trajano, C. G. de Oliveira, J. P. Ferreiraa","doi":"10.52783/cienceng.v11i1.104","DOIUrl":"https://doi.org/10.52783/cienceng.v11i1.104","url":null,"abstract":"Fit Niche's goal is to give users instructions and examples for one or more different types of exercise, physical activity, or other fitness-related topics. Depending on a person's current level of fitness, Fit-Niche offers exercises at varying levels of difficulty. Some individuals only need a chair as their only piece of equipment. Included chair-supported activities were intended to raise the calibre of the health and fitness industry. Our approach is meant to aid users in making the most of internet technologies for bettering their health. It considers every aspect of the website and enables us to confirm that the final product satisfies our exacting requirements.Below are the actions we'll take to make sure that happens.","PeriodicalId":214525,"journal":{"name":"Proceeding International Conference on Science and Engineering","volume":"42 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114343369","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Human Face Detection and Recognition from the Video Using Deep Learning 基于深度学习的视频人脸检测与识别
Pub Date : 2023-03-20 DOI: 10.52783/cienceng.v11i1.103
Hemlata Sinha, Sumit Roy
            Attendance management can be a significant burden on teachers if done manually. To solve this problem, It is proposed that we use an intelligent and automatic presence management system. Using this framework, the problem of proxies and tagged students present while they are not physically present can easily be resolved. This system marks the attendance using live video stream. The frames are extracted from video using Open CV. The main implementation stages used in this type of system are detection and recognition of the detected face, for which dlib is used. After this, the connection of the acknowledged faces should be conceivable by comparing with the database containing the faces of the students. It will be an effective technique to manage student attendance..
如果手工完成考勤管理,对教师来说可能是一个很大的负担。为了解决这一问题,我们提出了一种智能化、自动化的现场管理系统。使用这个框架,可以很容易地解决代理和标记学生在物理上不在场时在场的问题。该系统使用实时视频流标记考勤。使用Open CV从视频中提取帧。这类系统的主要实现阶段是检测和识别被检测的人脸,其中使用了dlib。在此之后,通过与包含学生面孔的数据库进行比较,可以想象识别的面孔之间的联系。管理学生出勤将是一种有效的方法。
{"title":"Human Face Detection and Recognition from the Video Using Deep Learning","authors":"Hemlata Sinha, Sumit Roy","doi":"10.52783/cienceng.v11i1.103","DOIUrl":"https://doi.org/10.52783/cienceng.v11i1.103","url":null,"abstract":"            Attendance management can be a significant burden on teachers if done manually. To solve this problem, It is proposed that we use an intelligent and automatic presence management system. Using this framework, the problem of proxies and tagged students present while they are not physically present can easily be resolved. This system marks the attendance using live video stream. The frames are extracted from video using Open CV. The main implementation stages used in this type of system are detection and recognition of the detected face, for which dlib is used. After this, the connection of the acknowledged faces should be conceivable by comparing with the database containing the faces of the students. It will be an effective technique to manage student attendance..","PeriodicalId":214525,"journal":{"name":"Proceeding International Conference on Science and Engineering","volume":"97 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121443450","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Convolutional Neural Networks using KERAS for Face Detection and Emotion Recognition. 基于KERAS的卷积神经网络用于人脸检测和情绪识别。
Pub Date : 2023-03-09 DOI: 10.52783/cienceng.v11i1.89
Vishwas Machindra Sonawane
In the past few years, facial expression recognition has been a popular topic in the field of computer vision. The purpose of this research paper is to analyze the use of Convolutional Neural Networks (CNNs) with Keras for facial expression recognition. This paper will discuss the main architecture of CNNs and the advantages of using Keras for facial expression recognition. It will also discuss the challenges associated with using CNNs for facial expression recognition and the potential solutions. Additionally, a detailed description of the datasets used for the research and the evaluation metrics used to measure the performance of the model will be provided. Furthermore, the paper will provide a comprehensive discussion of the results obtained from the experiments and its implications.
在过去的几年里,面部表情识别一直是计算机视觉领域的热门话题。本研究论文的目的是分析卷积神经网络(cnn)与Keras在面部表情识别中的应用。本文将讨论cnn的主要架构以及使用Keras进行面部表情识别的优势。它还将讨论与使用cnn进行面部表情识别相关的挑战以及潜在的解决方案。此外,将提供用于研究的数据集和用于测量模型性能的评估指标的详细描述。此外,本文将全面讨论从实验中获得的结果及其含义。
{"title":"Convolutional Neural Networks using KERAS for Face Detection and Emotion Recognition.","authors":"Vishwas Machindra Sonawane","doi":"10.52783/cienceng.v11i1.89","DOIUrl":"https://doi.org/10.52783/cienceng.v11i1.89","url":null,"abstract":"In the past few years, facial expression recognition has been a popular topic in the field of computer vision. The purpose of this research paper is to analyze the use of Convolutional Neural Networks (CNNs) with Keras for facial expression recognition. This paper will discuss the main architecture of CNNs and the advantages of using Keras for facial expression recognition. It will also discuss the challenges associated with using CNNs for facial expression recognition and the potential solutions. Additionally, a detailed description of the datasets used for the research and the evaluation metrics used to measure the performance of the model will be provided. Furthermore, the paper will provide a comprehensive discussion of the results obtained from the experiments and its implications.","PeriodicalId":214525,"journal":{"name":"Proceeding International Conference on Science and Engineering","volume":"39 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132954597","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Optimizing Surplus Resources To Private Cloud 将剩余资源优化到私有云
Pub Date : 2023-03-08 DOI: 10.52783/cienceng.v11i1.90
Harsh Oswal, Shashikant V. Athawale, Ediga Lalit Kumar, Aishwarya Pawar, Prasad Mache
A special set of capabilities made available by cloud computing make it a very effective and scalable hosting solution. To host their software and applications in the Cloud, all commercial enterprises and academic institutions make use of one hosting platform or another. Additionally, a lot of these organisations or companies have excess or underused computing resources, even though they are fully functional but lack the necessary capacity to function as a standard workstation, leading to the creation of e-waste. The method for combining these extra computing resources into a single datacenter Private Cloud that can execute applications, containers, and virtual machines is presented in this paper. Its effectiveness for various types of hypervisors is then tested.
云计算提供的一组特殊功能使其成为非常有效和可扩展的托管解决方案。为了在云中托管软件和应用程序,所有商业企业和学术机构都使用这样或那样的托管平台。此外,许多这些组织或公司拥有多余或未充分使用的计算资源,即使它们功能齐全,但缺乏作为标准工作站的必要能力,导致电子废物的产生。本文介绍了将这些额外的计算资源组合到可以执行应用程序、容器和虚拟机的单个数据中心私有云中的方法。然后测试其对各种类型的管理程序的有效性。
{"title":"Optimizing Surplus Resources To Private Cloud","authors":"Harsh Oswal, Shashikant V. Athawale, Ediga Lalit Kumar, Aishwarya Pawar, Prasad Mache","doi":"10.52783/cienceng.v11i1.90","DOIUrl":"https://doi.org/10.52783/cienceng.v11i1.90","url":null,"abstract":"A special set of capabilities made available by cloud computing make it a very effective and scalable hosting solution. To host their software and applications in the Cloud, all commercial enterprises and academic institutions make use of one hosting platform or another. Additionally, a lot of these organisations or companies have excess or underused computing resources, even though they are fully functional but lack the necessary capacity to function as a standard workstation, leading to the creation of e-waste. The method for combining these extra computing resources into a single datacenter Private Cloud that can execute applications, containers, and virtual machines is presented in this paper. Its effectiveness for various types of hypervisors is then tested.","PeriodicalId":214525,"journal":{"name":"Proceeding International Conference on Science and Engineering","volume":"51 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129104631","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Studies on Different CNN Algorithms for Face Skin Disease Classification Based on Clinical Image 基于临床图像的不同CNN面部皮肤病分类算法研究
Pub Date : 2023-03-08 DOI: 10.52783/cienceng.v11i1.88
Dr. S. Karthikeyan, Dr. A. Kingsly Jabakumar, B. Anuradha
Skin problems not only injure physical health but also induce psychological problems, especially for patients whose faces have been damaged or even disfigured. Using smart devices, most of the people are able to obtain convenient clinical images of their face skin condition. On the other hand, the convolutional neural networks (CNNs) have achieved near or even better performance than human beings in the imaging field. Therefore, this paper studied different CNN algorithms for face skin disease classification based on the clinical images. First, from Xiangya–Derm, which is, to the best of our knowledge, China’s largest clinical image dataset of skin diseases, we established a dataset that contains 2656 face images belonging to six common skin diseases [seborrheic keratosis (SK), actinic keratosis (AK), rosacea (ROS), lupus erythematosus (LE), basal cell carcinoma (BCC), and squamous cell carcinoma (SCC)]. We performed studies using five mainstream network algorithms to classify these diseases in the dataset and compared the results. Then, we performed studies using an independent dataset of the same disease types, but from other body parts, to perform transfer learning on our models. Comparing the performances, the models that used transfer learning achieved a higher average precision and recall for almost all structures. In the test dataset, which included 388 facial images, the best model achieved 92.9%, 89.2%, and 84.3% recalls for the LE, BCC, and SK, respectively, and the mean recall and precision reached 77.0% and 70.8%
皮肤问题不仅损害身体健康,而且还会引起心理问题,特别是对于面部受损甚至毁容的患者。使用智能设备,大多数人能够获得方便的面部皮肤状况的临床图像。另一方面,卷积神经网络(cnn)在成像领域已经取得了接近甚至优于人类的表现。因此,本文研究了基于临床图像的不同CNN人脸皮肤病分类算法。首先,从Xiangya-Derm(据我们所知,这是中国最大的皮肤病临床图像数据集)中,我们建立了一个包含2656张面部图像的数据集,这些图像属于六种常见的皮肤病[脂溢性角化病(SK)、光化性角化病(AK)、酒渣鼻(ROS)、红斑狼疮(LE)、基底细胞癌(BCC)和鳞状细胞癌(SCC)]。我们使用五种主流网络算法对数据集中的这些疾病进行分类,并对结果进行比较。然后,我们使用相同疾病类型的独立数据集进行研究,但来自其他身体部位,对我们的模型进行迁移学习。比较性能,使用迁移学习的模型在几乎所有结构上都取得了更高的平均精度和召回率。在包含388张人脸图像的测试数据集中,最佳模型对LE、BCC和SK的召回率分别达到92.9%、89.2%和84.3%,平均召回率和准确率分别达到77.0%和70.8%
{"title":"Studies on Different CNN Algorithms for Face Skin Disease Classification Based on Clinical Image","authors":"Dr. S. Karthikeyan, Dr. A. Kingsly Jabakumar, B. Anuradha","doi":"10.52783/cienceng.v11i1.88","DOIUrl":"https://doi.org/10.52783/cienceng.v11i1.88","url":null,"abstract":"Skin problems not only injure physical health but also induce psychological problems, especially for patients whose faces have been damaged or even disfigured. Using smart devices, most of the people are able to obtain convenient clinical images of their face skin condition. On the other hand, the convolutional neural networks (CNNs) have achieved near or even better performance than human beings in the imaging field. Therefore, this paper studied different CNN algorithms for face skin disease classification based on the clinical images. First, from Xiangya–Derm, which is, to the best of our knowledge, China’s largest clinical image dataset of skin diseases, we established a dataset that contains 2656 face images belonging to six common skin diseases [seborrheic keratosis (SK), actinic keratosis (AK), rosacea (ROS), lupus erythematosus (LE), basal cell carcinoma (BCC), and squamous cell carcinoma (SCC)]. We performed studies using five mainstream network algorithms to classify these diseases in the dataset and compared the results. Then, we performed studies using an independent dataset of the same disease types, but from other body parts, to perform transfer learning on our models. Comparing the performances, the models that used transfer learning achieved a higher average precision and recall for almost all structures. In the test dataset, which included 388 facial images, the best model achieved 92.9%, 89.2%, and 84.3% recalls for the LE, BCC, and SK, respectively, and the mean recall and precision reached 77.0% and 70.8%","PeriodicalId":214525,"journal":{"name":"Proceeding International Conference on Science and Engineering","volume":"47 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116097380","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Developing Virtual Reality Apps to Enhance Tourism 开发虚拟现实应用,促进旅游业发展
Pub Date : 2023-03-08 DOI: 10.52783/cienceng.v11i1.91
Kundan Khandare, Shashikant V Athawale
In the tourism sector, virtual reality has been used to develop a one-of-a-kind, immersive experiences that give visitors a sense of being there in person. The user is immersed in a three-dimensional experience thanks to virtual reality. Users engage with 3D worlds instead of just seeing a screen in front of them. Virtual reality can be utilized in the travel business to capture tourist places in a distinctive and immersive way. These virtual travel experiences try to replicate the genuine destination as closely as they can. The use of virtual reality (VR) in tourism is currently widespread. People enjoy travelling and learning about new locations, and thanks to virtual reality (VR), they can now learn about and experience a place without actually being there. VR is a fantastic tool with many dimensions and applications. This paper focuses on the implementation of Virtual Reality in the real world through the use of various devices , sensors.
在旅游领域,虚拟现实已经被用来开发一种独一无二的沉浸式体验,让游客有身临其境的感觉。借助虚拟现实技术,用户可以沉浸在三维体验中。用户沉浸在3D世界中,而不仅仅是看到眼前的屏幕。虚拟现实技术可以用于旅游行业,以一种独特的、沉浸式的方式捕捉旅游景点。这些虚拟旅行体验试图尽可能地复制真实的目的地。虚拟现实(VR)在旅游中的应用目前很广泛。人们喜欢旅行和了解新的地方,多亏了虚拟现实(VR),他们现在可以在没有实际到过的情况下了解和体验一个地方。VR是一个具有许多维度和应用的神奇工具。本文的重点是通过使用各种设备、传感器在现实世界中实现虚拟现实。
{"title":"Developing Virtual Reality Apps to Enhance Tourism","authors":"Kundan Khandare, Shashikant V Athawale","doi":"10.52783/cienceng.v11i1.91","DOIUrl":"https://doi.org/10.52783/cienceng.v11i1.91","url":null,"abstract":"In the tourism sector, virtual reality has been used to develop a one-of-a-kind, immersive experiences that give visitors a sense of being there in person. The user is immersed in a three-dimensional experience thanks to virtual reality. Users engage with 3D worlds instead of just seeing a screen in front of them. Virtual reality can be utilized in the travel business to capture tourist places in a distinctive and immersive way. These virtual travel experiences try to replicate the genuine destination as closely as they can. The use of virtual reality (VR) in tourism is currently widespread. People enjoy travelling and learning about new locations, and thanks to virtual reality (VR), they can now learn about and experience a place without actually being there. VR is a fantastic tool with many dimensions and applications. This paper focuses on the implementation of Virtual Reality in the real world through the use of various devices , sensors.","PeriodicalId":214525,"journal":{"name":"Proceeding International Conference on Science and Engineering","volume":"162 11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125947992","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Socio-Economical Status of Inter-State Migrant Workers in Tamil Nadu 泰米尔纳德邦移民工人的社会经济地位
Pub Date : 2023-03-06 DOI: 10.52783/cienceng.v11i1.84
S. Balraj, Dr.R. Sivakumar
Migration is an integral part of human history. It is world -wide phenomenon that affects the place of origin and destination of migrants. Migration has been understood as temporary or permanent shifting of place of labour from one region to another region, from one country to another country in a particular period of time. Migration has a number of socio-economic, cultural, political and demographic impacts on the lives of the migrant workers.  There are many types of migration prevailing in India and elsewhere in the recent past, the inter-state migration has been most prevalent in the most of the Indian states. It is worthwhile to note here, the Inter-state migration poses a variety of challenges to state, for instance the state and centre government unable to keep record of data on the movement of migrant labour from one state to another state(s) or government at central and state level facing difficulties to assess their socio-economic abilities. This paper will explore the reasons for such migration, identify the socio-economic status of inter-state migrant workers and trying to frame suitable policy to enhance the livelihood of the migrant workers.
移民是人类历史不可分割的一部分。这是一个世界性的现象,影响着移徙者的原籍地和目的地。移徙被理解为劳动地点在特定时期从一个区域到另一个区域或从一个国家到另一个国家的临时或永久转移。移徙对移徙工人的生活有许多社会经济、文化、政治和人口方面的影响。在最近的过去,在印度和其他地方普遍存在着许多类型的移民,州际移民在印度大多数州都是最普遍的。值得注意的是,邦间移民给邦带来了各种挑战,例如邦和中央政府无法记录移民劳动力从一个邦到另一个邦的流动数据,或者中央和邦一级的政府难以评估他们的社会经济能力。本文将探讨这种迁移的原因,确定州际农民工的社会经济地位,并试图制定适当的政策来改善农民工的生计。
{"title":"Socio-Economical Status of Inter-State Migrant Workers in Tamil Nadu","authors":"S. Balraj, Dr.R. Sivakumar","doi":"10.52783/cienceng.v11i1.84","DOIUrl":"https://doi.org/10.52783/cienceng.v11i1.84","url":null,"abstract":"Migration is an integral part of human history. It is world -wide phenomenon that affects the place of origin and destination of migrants. Migration has been understood as temporary or permanent shifting of place of labour from one region to another region, from one country to another country in a particular period of time. Migration has a number of socio-economic, cultural, political and demographic impacts on the lives of the migrant workers.  There are many types of migration prevailing in India and elsewhere in the recent past, the inter-state migration has been most prevalent in the most of the Indian states. It is worthwhile to note here, the Inter-state migration poses a variety of challenges to state, for instance the state and centre government unable to keep record of data on the movement of migrant labour from one state to another state(s) or government at central and state level facing difficulties to assess their socio-economic abilities. This paper will explore the reasons for such migration, identify the socio-economic status of inter-state migrant workers and trying to frame suitable policy to enhance the livelihood of the migrant workers.","PeriodicalId":214525,"journal":{"name":"Proceeding International Conference on Science and Engineering","volume":"57 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122792355","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Proceeding International Conference on Science and Engineering
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1