심장 소리 분류를 위한 Inverted Residuals 기반 경량화 모델
DC Field | Value | Language |
---|---|---|
dc.contributor.author | 박두서 | - |
dc.contributor.author | 이민영 | - |
dc.contributor.author | 김기현 | - |
dc.contributor.author | 이홍철 | - |
dc.date.accessioned | 2022-04-02T19:40:40Z | - |
dc.date.available | 2022-04-02T19:40:40Z | - |
dc.date.created | 2022-04-01 | - |
dc.date.issued | 2021 | - |
dc.identifier.issn | 1225-0988 | - |
dc.identifier.uri | https://scholar.korea.ac.kr/handle/2021.sw.korea/139596 | - |
dc.description.abstract | For the treatment and prevention of heart diseases, which is the leading cause of high mortality rate globally, the need for healthcare devices equipped with artificial intelligence(AI) model that can monitor in real-time and analyze heart conditions is increasing. Therefore, in this study, we propose a light CNN that can be applied to healthcare devices, using the PASCAL data. The proposed model used MFCC feature extraction method suitable for heart sound range, The light CNN was designed with the inverted residuals used in MobileNetV2. The experiments showed that the proposed model with fewer 82.5% of the learnable parameters, achieved similar performance in accuracy within the range of 1 to 2% compared to the previous studies. It was confirmed that the proposed light CNN can be feasibly incorporated on mobile devices by means of comparative experiments in a reasonable amount of computation. | - |
dc.language | Korean | - |
dc.language.iso | ko | - |
dc.publisher | 대한산업공학회 | - |
dc.title | 심장 소리 분류를 위한 Inverted Residuals 기반 경량화 모델 | - |
dc.title.alternative | A Lightweight Model for Heart Sound Classification Based on Inverted Residuals | - |
dc.type | Article | - |
dc.contributor.affiliatedAuthor | 이홍철 | - |
dc.identifier.bibliographicCitation | 대한산업공학회지, v.47, no.6, pp.514 - 528 | - |
dc.relation.isPartOf | 대한산업공학회지 | - |
dc.citation.title | 대한산업공학회지 | - |
dc.citation.volume | 47 | - |
dc.citation.number | 6 | - |
dc.citation.startPage | 514 | - |
dc.citation.endPage | 528 | - |
dc.type.rims | ART | - |
dc.identifier.kciid | ART002785122 | - |
dc.description.journalClass | 2 | - |
dc.description.journalRegisteredClass | kci | - |
dc.subject.keywordAuthor | Heart Sound Classification | - |
dc.subject.keywordAuthor | Inverted Residuals | - |
dc.subject.keywordAuthor | Lightweight Model Architecture | - |
dc.subject.keywordAuthor | PASCAL Classifying Heart Sounds Challenge | - |
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