[1] PARMESAN C,ROOT T L,WILLIG M R.Impacts of extreme weather and climate on terrestrial biota[J].Bulletin of the American Meteorological Society,2000,81(3):443-450. [2] 王会军.把脉极端天气气候事件,构建预测方法[J].大气科学学报,2019,42(1):1.WANG H J.Take the pulse of extreme weather and climate events and construct prediction methods[J].Journal of Atmospheric Sciences,2019,42(1):1(in Chinese). [3] JOHNSON J M,KHOSHGOFTAAR T M.Survey on deep learning with class imbalance[J].Journal of Big Data,2019,6(1):27. [4] KRIZHEVSKY A,SUTSKEVER I,HINTON G E.Imagenet classification with deep convolutional neural networks[C]//Advances in Neural Information Processing Systems.2012:1097-1105. [5] DENG J,DONG W,SOCHER R,et al.Imagenet:A large-scale hierarchical image database[C]//2009 IEEE Conference on Computer Vision and Pattern Recognition.Piscataway:IEEE Press,2009:248-255. [6] SAIYEDA A,MIR M A.Cloud computing for deep learning analytics:A survey of current trends and challenges[J].International Journal of Advanced Research in Computer Science,2017,8(2):68-72. [7] LEEVY J L,KHOSHGOFTAAR T M,BAUDER R A,et al.A survey on addressing high-class imbalance in big data[J].Journal of Big Data,2018,5(1):42. [8] GOODFELLOW I,POUGET-ABADIE J,MIRZA M,et al.Generative adversarial nets[C]//Advances in Neural Information Processing Systems.2014:2672-2680. [9] RADFORD A,METZ L,CHINTALA S.Unsupervised representation learning with deep convolutional generative adversarial networks[EB/OL].(2016-01-07)[2020-07-23].https://arxiv.org/abs/151/06434v2. [10] KARRAS T,LAINE S,AITTALA M,et al.Analyzing and improving the image quality of stylegan[C]//Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.Piscataway:IEEE Press,2020:8110-8119. [11] HENSMAN P,MASKO D.The impact of imbalanced training data for convolutional neural networks[EB/OL].[2020-07-23].http://diva-portal.org/smash/get/diva2:811111/FULLTEXT01.pdf. [12] WANG S,LIU W,WU J,et al.Training deep neural networks on imbalanced data sets[C]//2016 International Joint Conference on Neural Networks(IJCNN).Piscataway:IEEE Press,2016:4368-4374. [13] HE K,ZHANG X,REN S,et al,Deep Residual Learning for Image Recognition[C]//Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).Piscataway:IEEE Press,2016:770-778. [14] LEE H,PARK M,KIM J.Plankton classification on imbalanced large scale database via convolutional neural networks with transfer learning[C]//2016 IEEE International Conference on Image Processing (ICIP).Piscataway:IEEE Press,2016:3713-3717. [15] KANG B,XIE S,ROHRBACH M,et al.Decoupling representation and classifier for long-tailed recognition[EB/OL].(2020-02-19)[2020-07-23].https://arxiv.org/abs/1910.09217?context=cs.CV. |