Effective Training Strategies for Deep-learning-based Precipitation
Nowcasting and Estimation

Effective Training Strategies for Deep-learning-based Precipitation Nowcasting and Estimation

17 February 2022

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Papers citing "Effective Training Strategies for Deep-learning-based Precipitation Nowcasting and Estimation"

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Title
Explainable AI-Based Interface System for Weather Forecasting Model Soyeon Kim Junho Choi Yeji Choi Subeen Lee Artyom Stitsyuk Minkyoung Park Seongyeop Jeong Youhyun Baek Jaesik Choi XAI 117 2 0 01 Apr 2025
Skillful Precipitation Nowcasting using Deep Generative Models of Radar Suman V. Ravuri Karel Lenc Matthew Willson D. Kangin Rémi R. Lam ... R. Hadsell Nial H. Robinson Ellen Clancy A. Arribas S. Mohamed AI4Cl 178 738 0 02 Apr 2021
MetNet: A Neural Weather Model for Precipitation Forecasting C. Sønderby L. Espeholt Jonathan Heek Mostafa Dehghani Avital Oliver Tim Salimans Shreya Agrawal Jason Hickey Nal Kalchbrenner AI4Cl 294 277 0 24 Mar 2020
Axial Attention in Multidimensional Transformers Jonathan Ho Nal Kalchbrenner Dirk Weissenborn Tim Salimans 110 532 0 20 Dec 2019
Machine Learning for Precipitation Nowcasting from Radar Images Shreya Agrawal Luke Barrington Carla Bromberg J. Burge Cenk Gazen Jason Hickey AI4Cl 69 223 0 11 Dec 2019
Precipitation Nowcasting with Satellite Imagery V. Lebedev V. Ivashkin Irina Rudenko A. Ganshin A. Molchanov Sergey Ovcharenko Ruslan Grokhovetskiy Ivan Bushmarinov D. Solomentsev AI4Cl 67 70 0 23 May 2019
Multi-task Self-Supervised Visual Learning Carl Doersch Andrew Zisserman SSL 78 632 0 25 Aug 2017
Focal Loss for Dense Object Detection Nayeon Lee Priya Goyal Ross B. Girshick Kaiming He Piotr Dollár ObjD 124 2,997 0 07 Aug 2017
Generalised Dice overlap as a deep learning loss function for highly unbalanced segmentations Carole H Sudre Wenqi Li Tom Vercauteren Sébastien Ourselin M. Jorge Cardoso SSeg 122 2,146 0 11 Jul 2017
Deep Learning for Precipitation Nowcasting: A Benchmark and A New Model Xingjian Shi Zhihan Gao Leonard Lausen Hao Wang Dit-Yan Yeung W. Wong W. Woo 68 798 0 12 Jun 2017
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 566 7,992 0 13 Jun 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.8K 77,196 0 18 May 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 463 43,305 0 11 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.9K 150,115 0 22 Dec 2014
Rich feature hierarchies for accurate object detection and semantic segmentation Ross B. Girshick Jeff Donahue Trevor Darrell Jitendra Malik ObjD 289 26,193 0 11 Nov 2013
DeCAF: A Deep Convolutional Activation Feature for Generic Visual Recognition Jeff Donahue Yangqing Jia Oriol Vinyals Judy Hoffman Ning Zhang Eric Tzeng Trevor Darrell VLM ObjD 186 4,950 0 06 Oct 2013