Fadwa Benjelloun, K. Abbad, M. A. Sabri, A. Aarab, Ali Yahyaouy
{"title":"Comparison of two vehicle detection methods based on the oriented gradients histogram and the deep neural network","authors":"Fadwa Benjelloun, K. Abbad, M. A. Sabri, A. Aarab, Ali Yahyaouy","doi":"10.1109/ISACS48493.2019.9068925","DOIUrl":null,"url":null,"abstract":"In this article, we present two approaches to mobile object recognition in a real-time video scene. The first method is based on deep learning to detect moving objects. The second method is based on extracting the HOG characteristics associated with each object. The results obtained by these two methods are interesting in the detection of moving objects. For both approaches, the classification phase is done by the Alexnet neuron network.","PeriodicalId":312521,"journal":{"name":"2019 International Conference on Intelligent Systems and Advanced Computing Sciences (ISACS)","volume":"12 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 International Conference on Intelligent Systems and Advanced Computing Sciences (ISACS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISACS48493.2019.9068925","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
In this article, we present two approaches to mobile object recognition in a real-time video scene. The first method is based on deep learning to detect moving objects. The second method is based on extracting the HOG characteristics associated with each object. The results obtained by these two methods are interesting in the detection of moving objects. For both approaches, the classification phase is done by the Alexnet neuron network.