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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 한국정보통신학회JICCE Journal of information and communication convergence engineering Journal of information and communication convergence engineering Vol.16 No.3
- 발행연도
- 2018.9
- 수록면
- 173 - 178 (6page)
이용수
초록· 키워드
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Accurate classification of cloud images is a challenging task. Almost all the existing methods rely on hand-crafted feature extraction. Their limitation is low discriminative power. In the recent years, deep learning with convolution neural networks (CNNs), which can auto extract features, has achieved promising results in many computer vision and image understanding fields. However, deep learning approaches usually need large datasets. This paper proposes a deep learning approach for classification of cloud image patches on small datasets. First, we design a suitable deep learning model for small datasets using a CNN, and then we apply data augmentation and dropout regularization techniques to increase the generalization of the model. The experiments for the proposed approach were performed on SWIMCAT small dataset with k-fold cross-validation. The experimental results demonstrated perfect classification accuracy for most classes on every fold, and confirmed both the high accuracy and the robustness of the proposed model.
목차
Abstract
I. INTRODUCTION
II. SWIMCAT DATASET
III. METHODS
IV. EXPERIMENT
V. CONCLUSION
REFERENCES
참고문헌 (33)
참고문헌 신청
[학술지(정기간행물)] - D. L. Hartmann / 1992 / The effect of cloud type on Earth's energy balance: global analysis / Journal of Climate 5 (11) : 1281 ~ 1304
[학술지(정기간행물)] - G. A. Isaac / 1996 / Relationships between cloud type and amount, precipitation, and surface temperature in the Mackenzie River Valley-Beaufort Sea area / Journal of Climate 9 (8) : 1921 ~ 1941
[학술대회논문] - F. Yuan / 2004 / Comparison of radio-sounding profiles for cloud attenuation analysis in the tropical regi / Proceedings of IEEE International Symposium on Antennas and Propagation : 259 ~ 260
[학술지(정기간행물)] - Y. Liu / 2008 / The influence of changes in cloud cover on recent surface temperature trends in the Arctic / Journal of Climate 21 (4) : 705 ~ 715
[학술지(정기간행물)] - F. Cui / 2014 / Prediction of regional global horizontal irradiance combining ground-based cloud observation and numerical weather prediction / Advanced Material Research 1073-1076 : 388 ~ 394
[학술지(정기간행물)] - G. A. Isaac / 1996 / Relationships between cloud type and amount, precipitation, and surface temperature in the Mackenzie River Valley-Beaufort Sea area / Journal of Climate 9 (8) : 1921 ~ 1941
[학술대회논문] - F. Yuan / 2004 / Comparison of radio-sounding profiles for cloud attenuation analysis in the tropical regi / Proceedings of IEEE International Symposium on Antennas and Propagation : 259 ~ 260
[학술지(정기간행물)] - Y. Liu / 2008 / The influence of changes in cloud cover on recent surface temperature trends in the Arctic / Journal of Climate 21 (4) : 705 ~ 715
[학술지(정기간행물)] - F. Cui / 2014 / Prediction of regional global horizontal irradiance combining ground-based cloud observation and numerical weather prediction / Advanced Material Research 1073-1076 : 388 ~ 394
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