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Time-Frequency Image-based Speech Emotion Recognition using Artificial Neural Network 利用人工神经网络进行基于时频图像的语音情感识别
Pub Date : 2023-12-31 DOI: 10.52228/jrub.2023-36-2-10
Neha Dewangan, K. Thakur, S. Mandal, BikeshKumar Singh
Automatic Speech Emotion Recognition (ASER) is a state-of-the-art application in artificial intelligence. Speech recognition intelligence is employed in various applications such as digital assistance, security, and other human-machine interactive products. In the present work, three open-source acoustic datasets, namely SAVEE, RAVDESS, and EmoDB, have been utilized (Haq et al., 2008, Livingstone et al., 2005, Burkhardt et al., 2005). From these datasets, six emotions namely anger, disgust, fear, happy, neutral, and sad, are selected for automatic speech emotion recognition. Various types of algorithms are already reported for extracting emotional content from acoustic signals. This work proposes a time-frequency (t-f) image-based multiclass speech emotion classification model for the six emotions mentioned above. The proposed model extracts 472 grayscale image features from the t-f images of speech signals. The t-f image is a visual representation of the time component and frequency component at that time in the two-dimensional space, and differing colors show its amplitude. An artificial neural network-based multiclass machine learning approach is used to classify selected emotions. The experimental results show that the above-mentioned emotions' average classification accuracy (CA) of 88.6%, 85.5%, and 93.56% is achieved using SAVEE, RAVDESS, and EmoDB datasets, respectively. Also, an average CA of 83.44% has been achieved for the combination of all three datasets. The maximum reported average classification accuracy (CA) using spectrogram for SAVEE, RAVDESS, and EmoDB dataset is 87.8%, 79.5 %, and 83.4%, respectively (Wani et al., 2020, Mustaqeem and Kwon, 2019, Badshah et al., 2017). The proposed t-f image-based classification model shows improvement in average CA by 0.91%, 7.54%, and 12.18 % for SAVEE, RAVDESS, and EmoDB datasets, respectively. This study can be helpful in human-computer interface applications to detect emotions precisely from acoustic signals.
自动语音情感识别(ASER)是人工智能领域最先进的应用。语音识别智能被广泛应用于数字辅助、安全和其他人机交互产品中。本研究利用了三个开源声学数据集,即 SAVEE、RAVDESS 和 EmoDB(Haq 等人,2008 年;Livingstone 等人,2005 年;Burkhardt 等人,2005 年)。从这些数据集中,我们选择了六种情绪,即愤怒、厌恶、恐惧、快乐、中性和悲伤,用于自动语音情绪识别。从声音信号中提取情感内容的算法种类繁多。本作品针对上述六种情绪提出了一种基于时间频率(t-f)图像的多类语音情绪分类模型。该模型从语音信号的 t-f 图像中提取了 472 个灰度图像特征。t-f 图像是时间分量和频率分量在二维空间中的直观表示,不同的颜色表示其振幅。利用基于人工神经网络的多类机器学习方法对选定的情绪进行分类。实验结果表明,使用 SAVEE、RAVDESS 和 EmoDB 数据集,上述情绪的平均分类准确率(CA)分别达到 88.6%、85.5% 和 93.56%。此外,所有三个数据集的组合平均分类准确率为 83.44%。据报道,使用光谱图对 SAVEE、RAVDESS 和 EmoDB 数据集进行分类的最高平均准确率(CA)分别为 87.8%、79.5 % 和 83.4%(Wani 等人,2020 年;Mustaqeem 和 Kwon,2019 年;Badshah 等人,2017 年)。所提出的基于 t-f 图像的分类模型在 SAVEE、RAVDESS 和 EmoDB 数据集上的平均 CA 分别提高了 0.91%、7.54% 和 12.18%。这项研究有助于人机界面应用从声音信号中精确检测情绪。
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引用次数: 0
Biopolymeric Materials in the Management of Diabetic Wound Healing: A Comprehensive Review 糖尿病伤口愈合管理中的生物聚合物材料:全面回顾
Pub Date : 2023-12-31 DOI: 10.52228/jrub.2023-36-2-7
H. Bhardwaj, Sulekha Khute, R. Jangde
The compromised wound healing observed in diabetic patients poses significant hurdles, escalating the risk of infections. The growing interest in natural polymeric materials is fueled by their abundant availability, cost-effectiveness, and eco-friendly attributes. Advances in polymer science have expanded the applications, especially in tissue engineering and regenerative medicine. These interdisciplinary fields integrate knowledge and technology from diverse domains to restore damaged tissues and organs in medical interventions. Polymers function as versatile tools, serving as carriers for drugs and cells and facilitating host-cell integration to meet the requisites of regeneration and repair. This intricate process involves multiple stages, necessitating the development of various components to construct the desired neo-tissue or organ. Diverse biopolymers, encompassing biological, synthetic, and hybrid varieties, find extensive utility across various medical applications. Their tunable physical, chemical, and biological properties render them ideal for tailoring to specific application requirements. This review provides a comprehensive overview of the wound-healing process, with a specific focus on the challenges presented by diabetic wounds. Additionally, it explores various biopolymers, including alginate, gelatin, cellulose, silk sericin, chondroitin sulfate, chitosan, xanthan gum, cyclodextrin, and hyaluronic acid, elucidating their roles in the management of diabetic wounds.
糖尿病患者的伤口愈合受到严重影响,从而增加了感染的风险。天然聚合材料因其丰富的可获得性、成本效益和生态友好属性而日益受到关注。聚合物科学的进步扩大了其应用范围,尤其是在组织工程和再生医学领域。这些跨学科领域整合了不同领域的知识和技术,在医疗干预中修复受损组织和器官。聚合物是一种多功能工具,可作为药物和细胞的载体,促进宿主细胞的整合,以满足再生和修复的要求。这一复杂的过程涉及多个阶段,需要开发各种成分来构建所需的新组织或器官。各种生物聚合物,包括生物、合成和混合品种,在各种医疗应用中都有广泛的用途。生物聚合物具有可调的物理、化学和生物特性,因此非常适合根据特定应用要求进行定制。本综述全面概述了伤口愈合过程,特别关注糖尿病伤口带来的挑战。此外,它还探讨了各种生物聚合物,包括海藻酸、明胶、纤维素、丝胶、硫酸软骨素、壳聚糖、黄原胶、环糊精和透明质酸,阐明了它们在糖尿病伤口管理中的作用。
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引用次数: 0
Sziklai Pair based Small signal Amplifier with bjt-mosfet Hybrid Unit at 180nm Technology 基于 Sziklai 对的小信号放大器,采用 180 纳米技术的 bjt-mosfet 混合单元
Pub Date : 2023-12-31 DOI: 10.52228/jrub.2023-36-2-4
S. Shukla, Syed Shamroz Arshad, Kavita Thakur, G. Srivastava
Two circuit models of Small Signal amplifier, constituted with BJT-MOSFET hybrid unit under Sziklai pair topology are designed and analyzed using ‘PSpice’ and ‘Cadence Virtuoso and Spectre simulation tool (at GPDK 180nm technology)’ respectively. First amplifier (Circuit-1) uses PSpice user-defined model of BJT and MOSFET whereas the second amplifier (Circuit-2) consists of transistors available at GPDK 180nm technology. Circuit-1 can amplify the AC signals of 1mV-1nV range with optimum voltage gain 389.532, 137.570 current gain, 14.464MHz bandwidth and 2.43% THD. However, Circuit-2 can amplify AC signals of 0.1mV-10nV range with 164.018 voltage gain, 32.775 current gain, 11.906 MHz bandwidth, and 13.608E-6% THD. Both the proposed amplifier circuits remove narrow band problem and generate better results than earlier announced small signal Sziklai pair amplifier with BJT-MOSFET hybrid unit in respect of voltage and current gains, bandwidth, THD, and power consumption. Proposed amplifiers successfully address the problem of poor frequency response of small signal Darlington pair amplifier in higher frequency range and narrow bandwidth limitations of small-signal PNP Sziklai pair amplifier. Dependency of the proposed amplifiers at various biasing resistances and performance with temperature variation, noise variation, DC supply variation, and phase variation are also discussed herein. Proposed Circuits display strong dependency over ideal maximum forward beta ‘β’ of NPN transistor, Transconductance ‘VTO’ of P-MOS transistor and additional biasing resistances ‘RA’. Layout of Circuit-2 is found to cover 96.3898µm2 area with 11.32µm length and 8.515µm breadth. Minor percentage variation between pre-layout and post-layout simulation results of Circuit-2 validates the proposed design at GPDK 180nm technology. Monte Carlo and Process Corner analysis are also performed to test the robustness and insensitivity of Circuit-2 against mean value of the parameters and process and mismatch respectively. Performance summary of the proposed circuits and comparison with the recently reported designs shows effectiveness of the proposed circuits in terms of power gain, THD, voltage gain, current gain, input referred noise and power gain. Qualitative analysis of the proposed Circuits recommends its usability as Low Noise Amplifier in the portable RF noise measurement system.
分别使用 "PSpice "和 "Cadence Virtuoso 和 Spectre 仿真工具(GPDK 180nm 技术)"设计和分析了在 Sziklai 对拓扑结构下由 BJT-MOSFET 混合单元构成的两个小信号放大器电路模型。第一个放大器(电路-1)使用 PSpice 用户定义的 BJT 和 MOSFET 模型,而第二个放大器(电路-2)则由 GPDK 180nm 技术的晶体管组成。电路-1 可以放大 1mV-1nV 范围内的交流信号,最佳电压增益为 389.532,电流增益为 137.570,带宽为 14.464MHz,总谐波失真为 2.43%。然而,电路-2 可以放大 0.1mV-10nV 范围内的交流信号,电压增益为 164.018,电流增益为 32.775,带宽为 11.906 MHz,总谐波失真为 13.608E-6%。所提出的两个放大器电路都消除了窄带问题,在电压和电流增益、带宽、总谐波失真(THD)和功耗方面,都比早先发布的带有 BJT-MOSFET 混合单元的小信号 Sziklai 对放大器效果更好。所提出的放大器成功地解决了小信号达林顿对放大器在较高频率范围内频率响应差的问题,以及小信号 PNP Sziklai 对放大器带宽窄的限制。本文还讨论了所提放大器在不同偏置电阻下的依赖性,以及在温度变化、噪声变化、直流电源变化和相位变化时的性能。拟议电路对 NPN 晶体管的理想最大正向贝塔值 "β"、P-MOS 晶体管的跨导 "VTO "和附加偏置电阻 "RA "具有很强的依赖性。电路-2 的布局面积为 96.3898µm2,长度为 11.32µm,宽度为 8.515µm。电路-2 的布局前和布局后仿真结果之间的微小百分比差异验证了在 GPDK 180 纳米技术下的设计建议。此外,还进行了蒙特卡罗分析和工艺角分析,分别测试电路-2 对参数平均值、工艺和不匹配的鲁棒性和不敏感性。所提电路的性能总结以及与最近报道的设计的比较表明,所提电路在功率增益、总谐波失真、电压增益、电流增益、输入参考噪声和功率增益方面都很有效。对所提电路的定性分析建议将其用作便携式射频噪声测量系统中的低噪声放大器。
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引用次数: 0
A Modified Regression Type Estimator Using Two Auxiliary Variables 使用两个辅助变量的修正回归类型估计器
Pub Date : 2023-12-31 DOI: 10.52228/jrub.2023-36-2-3
Vyas Dubey, Yeesha Verma
In this paper, a modified regression type estimator has been proposed for estimating population mean using two auxiliary variables under simple random sampling. The optimum properties of proposed estimator is determined and we find that the proposed estimator is more efficient than the Desraj (1965) and Srivastva (1967). Empirical studies have also done to demonstrate the efficiency of the proposed estimator.
本文提出了一种改进的回归型估计器,用于在简单随机抽样条件下使用两个辅助变量估计总体均值。本文确定了所提估计器的最佳属性,并发现所提估计器比 Desraj (1965) 和 Srivastva (1967) 更有效。我们还进行了实证研究,以证明所提估计器的效率。
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引用次数: 0
Entomopathogenic Fungi: Nature's Secret Weapon Against Agricultural Pests 昆虫病原真菌:大自然对付农业害虫的秘密武器
Pub Date : 2023-12-31 DOI: 10.52228/jrub.2023-36-2-8
Tarun Kumar Patel
Insect pests pose significant challenges to agricultural productivity and crop yield worldwide. Conventional pest control methods, such as chemical pesticides, have limitations and adverse environmental effects. Therefore, there is a growing need for sustainable and eco-friendly alternatives in pest management. This review explores the potential of entomopathogenic fungi as a promising biological control agent for insect pests in agriculture. The review begins by providing an overview of entomopathogenic fungi and their significancce. These fungi possess unique mechanisms to infect and kill insect pests. The mode of action involves attachment of fungal spores to the insect's cuticle, followed by penetration, colonization, and release of toxic metabolites within the host. Various factors influence the efficacy of entomopathogenic fungi, including environmental conditions, insect host susceptibility, and formulation/application methods. The benefits of entomopathogenic fungi as biological control agents are discussed, including their compatibility with integrated pest management (IPM) strategies and minimal impact on non-target organisms. However, challenges exist in scaling up their commercial application. The review presents case studies showcasing successful field applications of entomopathogenic fungi in pest management. Future prospects and research directions are identified, emphasizing the importance of continued advancements in understanding the interactions between entomopathogenic fungi and insect pests. Regulatory frameworks and public acceptance are crucial for the widespread adoption of these fungi in agriculture. In conclusion, entomopathogenic fungi offer immense potential as sustainable and effective tools for biological control of insect pests in agriculture. Their ability to target specific pests, compatibility with IPM, and minimal environmental impact make them a viable alternative to chemical pesticides. Further research, collaboration, and implementation are necessary to fully harness the potential of entomopathogenic fungi in integrated pest management strategies.
虫害对全世界的农业生产力和作物产量构成重大挑战。化学杀虫剂等传统虫害防治方法存在局限性,并对环境造成不利影响。因此,虫害防治越来越需要可持续和生态友好型的替代方法。本综述探讨了昆虫病原真菌作为农业害虫生物防治剂的潜力。综述首先概述了昆虫病原真菌及其意义。这些真菌具有感染和杀死害虫的独特机制。其作用模式包括真菌孢子附着在昆虫的角质层上,然后在寄主体内渗透、定殖和释放有毒代谢物。影响昆虫病原真菌功效的因素有很多,包括环境条件、昆虫寄主的易感性以及配方/施用方法。本文讨论了昆虫病原真菌作为生物控制剂的益处,包括其与害虫综合治理(IPM)策略的兼容性以及对非目标生物的最小影响。然而,在扩大其商业应用方面存在挑战。综述介绍了在害虫管理中成功应用昆虫病原真菌的案例研究。报告指出了未来的前景和研究方向,强调了继续推进对昆虫病原真菌与害虫之间相互作用的理解的重要性。监管框架和公众接受度对于这些真菌在农业中的广泛应用至关重要。总之,昆虫病原真菌作为生物防治农业害虫的可持续有效工具,具有巨大的潜力。它们能够针对特定害虫,与虫害综合防治措施兼容,对环境影响最小,因此是化学农药的可行替代品。要在虫害综合防治战略中充分利用昆虫病原真菌的潜力,还需要进一步的研究、合作和实施。
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引用次数: 0
Extraction, Characterisation, Biological Properties and Applications of Essential Oils: A Review 精油的提取、表征、生物特性和应用:综述
Pub Date : 2023-12-31 DOI: 10.52228/jrub.2023-36-2-6
Nikita Raghuvanshi, Bhanushree Gupta
In recent decades, essential oils have emerged as natural supplements to synthetic substances in medicine, agriculture, food industries etc. The modern techniques for extraction of essential oils have significantly reduced the time consumption and increased the yield in comparison to the conventional techniques that have been in use for so long. Advancedcharacterisation techniques like Gas chromatography (GC), Liquid Chromatography (LC), Mass Spectrometry (MS) etc., provide high accuracy incharacterisation depending upon the nature of essential oils or other major phytoconstituents. Studies have shown essential oils to possess biologically significant activities like antibacterial, antifungal, anti-inflammatory, antioxidant, antihistamine, anticholinesterase, anti-cancer, antiaging etc. These activities of essential oils have made them eligible for their application in food preservation, medicines, industries, agriculture etc. Thus, the traditional knowledge of plants and extraction of essential oils from their different parts of significance can contribute to a healthy society if efforts are made towards enhancing their natural properties for maximum utilisation. The present review discusses different sources and compositions of essential oils, common extraction and characterisation techniques, some biological properties of essential oils and their applications in various industries.
近几十年来,精油已成为医药、农业、食品工业等领域合成物质的天然补充。与沿用已久的传统技术相比,现代精油萃取技术大大缩短了时间,提高了产量。先进的表征技术,如气相色谱法(GC)、液相色谱法(LC)、质谱法(MS)等,可根据精油或其他主要植物成分的性质提供高精度的表征。研究表明,精油具有重要的生物活性,如抗菌、抗真菌、抗炎、抗氧化、抗组胺、抗胆碱酯酶、抗癌、抗衰老等。精油的这些活性使其有资格应用于食品保鲜、医药、工业和农业等领域。因此,如果能努力提高植物精油的天然属性,使其得到最大程度的利用,那么植物的传统知识和从不同部位提取精油的方法就能为社会的健康做出贡献。本综述讨论了精油的不同来源和成分、常见的提取和表征技术、精油的一些生物特性及其在各行业中的应用。
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引用次数: 0
Rice Straw-Derived Carbon Integrated with PANI as an Electrode Material for High-performance Supercapacitor 稻草衍生碳与 PANI 集成作为高性能超级电容器的电极材料
Pub Date : 2023-12-31 DOI: 10.52228/jrub.2023-36-2-5
Vaibhav Dixit, Rajiv Nayan, Shubhra Sinha, Suryakant Manikpuri, M. L. Satnami, Kallol K. Ghosh, M. Deb, S. Pervez, Indrapal Karbhal
A novel composite electrode material has been synthesized using in-situ chemical polymerization of aniline over the surface of rice straw-derived carbon (RSC). The detailed structural characterization validates the effective incorporation of granular polyaniline (PANI) over the RSC surface. The supercapacitor performance of the RSC@PANI electrode was systematically investigated and achieved as high as specific capacitance of 408 Fg-1 at a current density of 1 Ag-1. Moreover, RSC@PANI shows 93% capacitance retention after 1000 cycles at a current density 10 Ag-1. Apart from its outstanding electrochemical performance, the resulting RSC@PANI electrode exhibits exceptional characteristics such as scalability and lightweight properties. This study contributes valuable insights into the synthesis and characterization of RSC@PANI as a promising electrode material for supercapacitors.
利用苯胺在稻草衍生碳(RSC)表面的原位化学聚合,合成了一种新型复合电极材料。详细的结构表征验证了颗粒状聚苯胺(PANI)在 RSC 表面的有效结合。对 RSC@PANI 电极的超级电容器性能进行了系统研究,在电流密度为 1 Ag-1 时,其比电容高达 408 Fg-1。此外,在电流密度为 10 Ag-1 时,RSC@PANI 在 1000 次循环后的电容保持率为 93%。除了出色的电化学性能外,所制备的 RSC@PANI 电极还具有可扩展性和轻质等优异特性。这项研究为 RSC@PANI 的合成和表征提供了宝贵的见解,RSC@PANI 是一种很有前途的超级电容器电极材料。
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引用次数: 0
Enhanced ACO in clustering algorithm for QoS in WSN enabled IoT 在支持 WSN 的物联网中采用增强型 ACO 聚类算法实现 QoS
Pub Date : 2023-12-31 DOI: 10.52228/jrub.2023-36-2-2
Manisha Chandrakar, V. K. Patle
Various sensor nodes whose deployment is done in a random way are included in Wireless sensor networks (WSN) within a region for gathering the information out of the respective atmospheres as well as forwards it towards the Base Station (BS). Constrained sources of energy are allotted to the WSN nodes. The consumption of energy of nodes must be reduced for obtaining the enhanced lifetime of the network. Clustering is referred as a technique that reduced the consumption of energy in WSNs. By transmitting the gathered data to the sink through the Cluster Head (CH) nodes located within the clustered networks, the energy of the node can be saved. In WSNs, fault tolerance is a significant issue to consider. The entire data communication system can be rendered inoperable by the failure of just one cluster head. Within the scope of this research, a cluster-based routing method with fault tolerance is provided. The purpose of this study is to present an innovative technique for increasing tolerance of failure and data accumulation in clustered WSN by making use of backup CHs and improving the relay node selection mechanism by modifying ACO. The selection of the backup cluster head is what allows for fault tolerance in this case (BKCH). The method can be broken down into two distinct stages. In the first step, the network is categorized into clusters; in the second step, CHs and BCHs are chosen from the pool of candidates. Communication within the cluster takes place between the member nodes and the CH nodes. Aggregator nodes (AG) are utilised for the purpose of inter-cluster communication, and the modified ACO is utilised to determine which node serves as the most effective relay between CH and AG. When compared with other energy-conserving protocols, this technique uses less energy while increasing fault resilience and PDR.
无线传感器网络(WSN)中包含各种传感器节点,这些节点以随机方式部署在一个区域内,用于从各自的环境中收集信息,并将信息转发给基站(BS)。WSN 节点的能量来源受到限制。必须减少节点的能量消耗,以提高网络的寿命。聚类是一种减少 WSN 能量消耗的技术。通过位于聚类网络内的簇头(CH)节点将收集到的数据传输到汇,可以节省节点的能量。在 WSN 中,容错是一个需要考虑的重要问题。只要一个簇头出现故障,整个数据通信系统就可能无法运行。在本研究范围内,提供了一种具有容错功能的基于簇的路由方法。本研究的目的是提出一种创新技术,通过利用备份簇头和通过修改 ACO 改进中继节点选择机制,提高集群 WSN 的容错能力和数据积累能力。在这种情况下,备份簇头的选择是实现容错的关键(BKCH)。该方法可分为两个不同的阶段。第一步,将网络划分为若干个簇;第二步,从候选簇中选择 CH 和 BCH。簇内的通信在成员节点和 CH 节点之间进行。聚合节点(AG)用于簇间通信,修改后的 ACO 用于确定哪个节点是 CH 和 AG 之间最有效的中继。与其他节能协议相比,该技术耗能更少,同时还能提高故障恢复能力和 PDR。
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引用次数: 0
Chemical Pollutants: A Concern to The Environment 化学污染物:对环境的关注
Pub Date : 2023-07-13 DOI: 10.52228/jrub.2023-36-1-8
T. Kukreja, Sanjana Yadav, Arushi Saloki, S. Saraf
Chemical contamination could lead to one of the worst environmental risks to humanity, but knowledge of the problem is still unevenly distributed worldwide. This review consists of risks associated with human exposure to a chemical pollutant depend on the degree of exposure and the chemical nature of the pollutant. Our knowledge of the scope of pollutants on human health and their hazards. Although some pollution control measures are in place, they are frequently not implemented at the rate required to prevent both acute and chronic consequences on human health today and in the decades to come. Increased global awareness and scientific examination of the whole scope of chemical risk are urgently needed. This review covers numerous aspects that may have negative impacts on human health in polluted places, with a focus on variables influencing the behaviour of pollutants.
化学污染可能会给人类带来最严重的环境风险之一,但对这一问题的了解在世界范围内仍然分布不均。本综述包括与人类接触化学污染物有关的风险,这取决于接触程度和污染物的化学性质。我们对污染物对人类健康的影响范围及其危害的认识。虽然采取了一些污染控制措施,但这些措施的执行速度往往不够快,无法防止今天和今后几十年对人类健康造成急性和慢性后果。迫切需要提高全球认识并对化学品危险的整个范围进行科学审查。这一审查涵盖了可能对污染地点的人类健康产生负面影响的许多方面,重点是影响污染物行为的变量。
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引用次数: 0
Human Part Semantic Segmentation Using CDGNET Architecture for Human Activity Recognition 基于CDGNET体系结构的人体肢体语义分割
Pub Date : 2023-07-13 DOI: 10.52228/jrub.2023-36-1-3
Mayank Lovanshi, Vivek Tiwari
The segmentation of human body parts is a task that entails assigning labels to pixels in an image to identify the corresponding body part classes. To enhance accuracy, a technique known as sample class distribution was developed, considering the hierarchical structure of the human body and the unique positioning of each part. This technique involves gathering and applying primary human parsing labels in both vertical and horizontal dimensions to exploit the distribution of classes. By combining these guided features, a spatial guidance map is generated and incorporated into the backbone network. These semantic-guided features contribute to the effective recognition of human activity through semantic segmentation-enabled human pose. To assess the effectiveness of this approach, extensive experiments were performed on a large dataset called CIHP, using metrics such as mean IOU, pixel accuracy, and mean accuracy.
人体部位分割是一项需要为图像中的像素分配标签以识别相应身体部位类别的任务。为了提高准确性,考虑到人体的层次结构和每个部位的独特定位,开发了一种称为样本类分布的技术。该技术包括在垂直和水平两个维度上收集和应用主要的人工解析标签,以利用类的分布。将这些引导特征组合在一起,生成空间引导图,并将其纳入主干网络。这些语义引导的特征有助于通过支持语义分割的人体姿势有效识别人类活动。为了评估这种方法的有效性,我们在一个名为CIHP的大型数据集上进行了广泛的实验,使用了平均IOU、像素精度和平均精度等指标。
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引用次数: 0
期刊
Journal of Ravishankar University (PART-B)
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