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학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 한국지능시스템학회 INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS Vol.18 No.2
- 발행연도
- 2018.6
- 수록면
- 154 - 160 (7page)
- DOI
- 10.5391/IJFIS.2018.18.2.154
이용수
초록· 키워드
오류제보하기
The domestic cat or house cats (Felis catus) are an ancient human pet animal that can deliver various alert message to human on environmental changes by its mysterious kinds of sounds generation capability. Cat sound classification using deep neural network had scarcity of labeled data, that impelled us to make CatSound dataset across 10 categories of sound. The dataset was even not enough to select data driven approach for end to end learning, so we choose transfer learning for feature extraction. Extracted feature are input to six various classifiers and ensemble techniques applied with predicted probabilities of all classifier results. The ensemble and data augmentation perform better in this research. Finally, various results are evaluated using confusion matrix and receiver operating characteristic curve.
목차
Abstract
1. Introduction
2. CatSound Dataset
3. Method
4. Evaluation
5. Results and Discussion
6. Conclusion and Future Work
References
참고문헌 (35)
참고문헌 신청
[학술대회논문] - D. Mitrovic / 2006 / Discrimination and retrieval of animal sounds / Proceedings of the 12th IEEE International Multi-Media Modelling Conference
[학술대회논문] - S. Gunasekaran / 2010 / Content-based classification and retrieval of wild animal sounds using feature selection algorithm / Proceedings of the 2nd International Conference on Machine Learning and Computing : 272 ~ 275
[학술대회논문] - N. Raju / 2012 / Identifying the population of animals through pitch, formant, short time energy: a sound analysis / Proceedings of the International Conference on Computing, Electronics and Electrical Technologies : 704 ~ 709
[학술지(정기간행물)] - S. Zaugg / 2010 / Real-time acoustic classification of sperm whale clicks and shipping impulses from deep-sea observatories / Applied Acoustics 71 (11) : 1011 ~ 1019
[학술지(정기간행물)] - F. R. Gonzalez-Hernandez / 2017 / Marine mammal sound classification based on a parallel recognition model and octave analysis / Applied Acoustics 119 : 17 ~ 28
[학술대회논문] - S. Gunasekaran / 2010 / Content-based classification and retrieval of wild animal sounds using feature selection algorithm / Proceedings of the 2nd International Conference on Machine Learning and Computing : 272 ~ 275
[학술대회논문] - N. Raju / 2012 / Identifying the population of animals through pitch, formant, short time energy: a sound analysis / Proceedings of the International Conference on Computing, Electronics and Electrical Technologies : 704 ~ 709
[학술지(정기간행물)] - S. Zaugg / 2010 / Real-time acoustic classification of sperm whale clicks and shipping impulses from deep-sea observatories / Applied Acoustics 71 (11) : 1011 ~ 1019
[학술지(정기간행물)] - F. R. Gonzalez-Hernandez / 2017 / Marine mammal sound classification based on a parallel recognition model and octave analysis / Applied Acoustics 119 : 17 ~ 28
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UCI(KEPA) : I410-ECN-0101-2018-003-002236886