{"title":"卷积神经网络用于人体姿态估计:层数和神经元数对准确率影响的研究","authors":"Nalin Kashyap, Satnam Singh, Viswajeet Kumar, Kanika Singla","doi":"10.1109/ICDT57929.2023.10150730","DOIUrl":null,"url":null,"abstract":"Human Posture estimation is a field which gathers huge researchers interest due to its variations in different machine learning (ML) & deep learning (DL) architectures to estimate human postures This work includes tweaking of layers with varying neurons in Convolutional Neural Network Architecture to test which pair of neurons and layers gives the best accuracy, also visualizing each of the pair with help of graphs. The results of this work provide great results with high accuracy.","PeriodicalId":266681,"journal":{"name":"2023 International Conference on Disruptive Technologies (ICDT)","volume":"32 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-05-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Using Convolutional Neural Network for Human Posture Estimation: A study of the effects of number of layers and number of neurons on accuracy\",\"authors\":\"Nalin Kashyap, Satnam Singh, Viswajeet Kumar, Kanika Singla\",\"doi\":\"10.1109/ICDT57929.2023.10150730\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Human Posture estimation is a field which gathers huge researchers interest due to its variations in different machine learning (ML) & deep learning (DL) architectures to estimate human postures This work includes tweaking of layers with varying neurons in Convolutional Neural Network Architecture to test which pair of neurons and layers gives the best accuracy, also visualizing each of the pair with help of graphs. The results of this work provide great results with high accuracy.\",\"PeriodicalId\":266681,\"journal\":{\"name\":\"2023 International Conference on Disruptive Technologies (ICDT)\",\"volume\":\"32 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-05-11\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2023 International Conference on Disruptive Technologies (ICDT)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICDT57929.2023.10150730\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2023 International Conference on Disruptive Technologies (ICDT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICDT57929.2023.10150730","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Using Convolutional Neural Network for Human Posture Estimation: A study of the effects of number of layers and number of neurons on accuracy
Human Posture estimation is a field which gathers huge researchers interest due to its variations in different machine learning (ML) & deep learning (DL) architectures to estimate human postures This work includes tweaking of layers with varying neurons in Convolutional Neural Network Architecture to test which pair of neurons and layers gives the best accuracy, also visualizing each of the pair with help of graphs. The results of this work provide great results with high accuracy.