Dirisala Saikrishna, Mulagala Madhusudhan Rao, B. Dhanush, S. Harshavardhan, Borra Prudhvi, Pooja Rana, Usha Mittal
{"title":"使用深度学习算法检测肺炎","authors":"Dirisala Saikrishna, Mulagala Madhusudhan Rao, B. Dhanush, S. Harshavardhan, Borra Prudhvi, Pooja Rana, Usha Mittal","doi":"10.1109/ICIEM51511.2021.9445310","DOIUrl":null,"url":null,"abstract":"A disease that occurs in the lungs caused by a bacterial infection is pneumonia. In terms of the effective process of treatment, early diagnosis is a significant factor. The disease will usually be identified by an expert radiologist using chest X-ray images. For certain purposes, diagnosis can be subjective, such as the presence of diseases that may be unclear in chest X-ray images or may be confused with other diseases. Computer-aided diagnostic systems are therefore necessary to direct the clinicians. In this study, several research papers about automated computer-aided detection of pneumonia with help of deep learning and convolutional neural networks were reviewed and different models were compared based on their performance and accuracy along with a conclusion and future work.","PeriodicalId":264094,"journal":{"name":"2021 2nd International Conference on Intelligent Engineering and Management (ICIEM)","volume":"74 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":"{\"title\":\"Pneumonia Detection Using Deep Learning Algorithms\",\"authors\":\"Dirisala Saikrishna, Mulagala Madhusudhan Rao, B. Dhanush, S. Harshavardhan, Borra Prudhvi, Pooja Rana, Usha Mittal\",\"doi\":\"10.1109/ICIEM51511.2021.9445310\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"A disease that occurs in the lungs caused by a bacterial infection is pneumonia. In terms of the effective process of treatment, early diagnosis is a significant factor. The disease will usually be identified by an expert radiologist using chest X-ray images. For certain purposes, diagnosis can be subjective, such as the presence of diseases that may be unclear in chest X-ray images or may be confused with other diseases. Computer-aided diagnostic systems are therefore necessary to direct the clinicians. In this study, several research papers about automated computer-aided detection of pneumonia with help of deep learning and convolutional neural networks were reviewed and different models were compared based on their performance and accuracy along with a conclusion and future work.\",\"PeriodicalId\":264094,\"journal\":{\"name\":\"2021 2nd International Conference on Intelligent Engineering and Management (ICIEM)\",\"volume\":\"74 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-04-28\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"3\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 2nd International Conference on Intelligent Engineering and Management (ICIEM)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICIEM51511.2021.9445310\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 2nd International Conference on Intelligent Engineering and Management (ICIEM)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICIEM51511.2021.9445310","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Pneumonia Detection Using Deep Learning Algorithms
A disease that occurs in the lungs caused by a bacterial infection is pneumonia. In terms of the effective process of treatment, early diagnosis is a significant factor. The disease will usually be identified by an expert radiologist using chest X-ray images. For certain purposes, diagnosis can be subjective, such as the presence of diseases that may be unclear in chest X-ray images or may be confused with other diseases. Computer-aided diagnostic systems are therefore necessary to direct the clinicians. In this study, several research papers about automated computer-aided detection of pneumonia with help of deep learning and convolutional neural networks were reviewed and different models were compared based on their performance and accuracy along with a conclusion and future work.