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Tools for Extracting Spatio-Temporal Patterns in Meteorological Image Sequences: From Feature Engineering to Attention-Based Neural Networks

22 October 2022

Papers citing "Tools for Extracting Spatio-Temporal Patterns in Meteorological Image Sequences: From Feature Engineering to Attention-Based Neural Networks"

47 / 47 papers shown

Title
Make-A-Video: Text-to-Video Generation without Text-Video Data Uriel Singer Adam Polyak Thomas Hayes Xiaoyue Yin Jie An ... Oron Ashual Oran Gafni Devi Parikh Sonal Gupta Yaniv Taigman DiffM VGen 83 1,428 0 29 Sep 2022
A Primer on Topological Data Analysis to Support Image Analysis Tasks in Environmental Science Lander Ver Hoef Henry Adams E. King I. Ebert‐Uphoff 100 17 0 21 Jul 2022
Earthformer: Exploring Space-Time Transformers for Earth System Forecasting Zhihan Gao Xingjian Shi Hao Wang Yi Zhu Yuyang Wang Mu Li Dit-Yan Yeung AI4TS 92 158 0 12 Jul 2022
Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding Chitwan Saharia William Chan Saurabh Saxena Lala Li Jay Whang ... Raphael Gontijo-Lopes Tim Salimans Jonathan Ho David J Fleet Mohammad Norouzi VLM 461 6,067 0 23 May 2022
Trainable Wavelet Neural Network for Non-Stationary Signals Jason Stock Chuck Anderson 34 3 0 06 May 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 413 6,908 0 13 Apr 2022
Can we integrate spatial verification methods into neural-network loss functions for atmospheric science? Ryan Lagerquist I. Ebert‐Uphoff 70 12 0 21 Mar 2022
CrowdFormer: Weakly-supervised Crowd counting with Improved Generalizability Siddharth Singh Savner Vivek Kanhangad ViT 70 31 0 07 Mar 2022
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 298 30,149 0 01 Mar 2022
FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural Operators Jaideep Pathak Shashank Subramanian P. Harrington S. Raja Ashesh Chattopadhyay ... Zong-Yi Li Kamyar Azizzadenesheli Pedram Hassanzadeh K. Kashinath Anima Anandkumar AI4Cl 240 708 0 22 Feb 2022
A Moment in the Sun: Solar Nowcasting from Multispectral Satellite Data using Self-Supervised Learning A. S. Bansal Trapit Bansal David Irwin AI4TS 45 7 0 28 Dec 2021
Skillful Twelve Hour Precipitation Forecasts using Large Context Neural Networks L. Espeholt Shreya Agrawal C. Sønderby M. Kumar Jonathan Heek Carla Bromberg Cenk Gazen Jason Hickey Aaron Bell Nal Kalchbrenner AI4Cl 63 48 0 14 Nov 2021
Deep Transfer Learning for Land Use and Land Cover Classification: A Comparative Study Raoof Naushad Tarunpreet Kaur Ebrahim Ghaderpour 72 134 0 06 Oct 2021
Nowcasting-Nets: Deep Neural Network Structures for Precipitation Nowcasting Using IMERG M. Ehsani Ariyan Zarei H. Gupta Kobus Barnard A. Behrangi AI4Cl 34 30 0 16 Aug 2021
Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention Networks Vivien Sainte Fare Garnot Loic Landrieu AI4TS 128 162 0 16 Jul 2021
Attention-augmented Spatio-Temporal Segmentation for Land Cover Mapping Rahul Ghosh Praveen Ravirathinam X. Jia Chenxi Lin Zhenong Jin Vipin Kumar AI4TS 45 12 0 02 May 2021
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 178 741 0 02 Apr 2021
Learning Spatio-Temporal Transformer for Visual Tracking Bin Yan Houwen Peng Jianlong Fu Dong Wang Huchuan Lu ViT 70 727 0 31 Mar 2021
Remote Sensing Image Change Detection with Transformers Hao Chen Zipeng Qi Zhenwei Shi ViT 98 981 0 27 Feb 2021
Geography-Aware Self-Supervised Learning Kumar Ayush Burak Uzkent Chenlin Meng Kumar Tanmay Marshall Burke David B. Lobell Stefano Ermon SSL 75 235 0 19 Nov 2020
Physics-Informed Neural Network Super Resolution for Advection-Diffusion Models Chulin Wang E. Bentivegna Wang Zhou L. Klein Bruce Elmegreen DiffM 62 32 0 04 Nov 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 670 41,430 0 22 Oct 2020
Fourier Neural Operator for Parametric Partial Differential Equations Zong-Yi Li Nikola B. Kovachki Kamyar Azizzadenesheli Burigede Liu K. Bhattacharya Andrew M. Stuart Anima Anandkumar AI4CE 500 2,448 0 18 Oct 2020
SmaAt-UNet: Precipitation Nowcasting using a Small Attention-UNet Architecture Kevin Trebing Tomasz Stanczyk S. Mehrkanoon 95 331 0 08 Jul 2020
The color out of space: learning self-supervised representations for Earth Observation imagery Stefano Vincenzi Angelo Porrello Pietro Buzzega Marco Cipriano Pietro Fronte Roberto Cuccu C. Ippoliti A. Conte Simone Calderara SSL 63 63 0 22 Jun 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 677 18,310 0 19 Jun 2020
Convolutional Neural Networks applied to sky images for short-term solar irradiance forecasting Quentin Paletta Joan Lasenby 27 23 0 22 May 2020
An Attention-Based System for Damage Assessment Using Satellite Imagery Hanxiang Hao Sriram Baireddy Emily R. Bartusiak Latisha R. Konz Kevin J. LaTourette Michael Gribbons Moses W. Chan M. Comer Edward J. Delp 30 42 0 14 Apr 2020
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
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 491 10,591 0 17 Feb 2020
Short-term forecasting of solar irradiance without local telemetry: a generalized model using satellite data J. Lago K. D. Brabandere F. Ridder B. de Schutter 31 59 0 12 Nov 2019
Time2Vec: Learning a Vector Representation of Time Seyed Mehran Kazemi Rishab Goel Sepehr Eghbali J. Ramanan Jaspreet Sahota Sanjay Thakur Stella Wu Cathal Smyth Pascal Poupart Marcus A. Brubaker AI4TS 68 347 0 11 Jul 2019
Tackling Climate Change with Machine Learning David Rolnick P. Donti L. Kaack K. Kochanski Alexandre Lacoste ... Demis Hassabis John C. Platt F. Creutzig J. Chayes Yoshua Bengio AI4Cl AI4CE 79 805 0 10 Jun 2019
A deep learning approach to solar-irradiance forecasting in sky-videos Talha Ahmad Siddiqui Samarth Bharadwaj S. Kalyanaraman 60 45 0 15 Jan 2019
Deep Photovoltaic Nowcasting Jinsong Zhang Rodrigo Verschae S. Nobuhara Jean-François Lalonde 55 158 0 15 Oct 2018
An Attention-Based Approach for Single Image Super Resolution Yuan Liu Yuancheng Wang Nan Li Xu Cheng Yifeng Zhang Yongming Huang Guojun Lu SupR 40 43 0 18 Jul 2018
Tile2Vec: Unsupervised representation learning for spatially distributed data Neal Jean Sherrie Wang Anshul Samar G. Azzari David B. Lobell Stefano Ermon SSL 76 200 0 08 May 2018
Tensor2Tensor for Neural Machine Translation Ashish Vaswani Samy Bengio E. Brevdo François Chollet Aidan Gomez ... Nal Kalchbrenner Niki Parmar Ryan Sepassi Noam M. Shazeer Jakob Uszkoreit 94 530 0 16 Mar 2018
DeepRain: ConvLSTM Network for Precipitation Prediction using Multichannel Radar Data Seongchan Kim Seungkyun Hong M. Joh Sa-kwang Song AI4Cl 51 120 0 07 Nov 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 730 132,363 0 12 Jun 2017
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 267 18,267 0 02 Jun 2016
Multi-Scale Context Aggregation by Dilated Convolutions Feng Yu V. Koltun SSeg 271 8,459 0 23 Nov 2015
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 568 8,005 0 13 Jun 2015
Spatial Transformer Networks Max Jaderberg Karen Simonyan Andrew Zisserman Koray Kavukcuoglu 309 7,392 0 05 Jun 2015
Show, Attend and Tell: Neural Image Caption Generation with Visual Attention Ke Xu Jimmy Ba Ryan Kiros Kyunghyun Cho Aaron Courville Ruslan Salakhutdinov R. Zemel Yoshua Bengio DiffM 348 10,079 0 10 Feb 2015
Neural Turing Machines Alex Graves Greg Wayne Ivo Danihelka 103 2,331 0 20 Oct 2014
Neural Machine Translation by Jointly Learning to Align and Translate Dzmitry Bahdanau Kyunghyun Cho Yoshua Bengio AIMat 575 27,325 0 01 Sep 2014