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Convolutional LSTM Network: A Machine Learning Approach for
  Precipitation Nowcasting
v1v2 (latest)

Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting

13 June 2015
Xingjian Shi
Zhourong Chen
Hao Wang
Dit-Yan Yeung
W. Wong
W. Woo
ArXiv (abs)PDFHTML

Papers citing "Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting"

50 / 1,940 papers shown
Title
A review of machine learning in processing remote sensing data for
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A review of machine learning in processing remote sensing data for mineral exploration
Hodjat Shirmard
E. Farahbakhsh
R. Müller
Rohitash Chandra
27
240
0
13 Mar 2021
Learning Long-Term Style-Preserving Blind Video Temporal Consistency
Learning Long-Term Style-Preserving Blind Video Temporal Consistency
Hugo Thimonier
J. Despois
Robin Kips
M. Perrot
51
10
0
12 Mar 2021
Deep learning with photosensor timing information as a background
  rejection method for the Cherenkov Telescope Array
Deep learning with photosensor timing information as a background rejection method for the Cherenkov Telescope Array
S. Spencer
T. Armstrong
J. Watson
S. Mangano
Y. Rénier
G. Cotter
37
17
0
10 Mar 2021
VideoMoCo: Contrastive Video Representation Learning with Temporally
  Adversarial Examples
VideoMoCo: Contrastive Video Representation Learning with Temporally Adversarial Examples
Tian Pan
Yibing Song
Tianyu Yang
Wenhao Jiang
Wei Liu
97
226
0
10 Mar 2021
Self-Supervision by Prediction for Object Discovery in Videos
Self-Supervision by Prediction for Object Discovery in Videos
Beril Besbinar
P. Frossard
SSL
83
7
0
09 Mar 2021
Visual Explanation using Attention Mechanism in Actor-Critic-based Deep
  Reinforcement Learning
Visual Explanation using Attention Mechanism in Actor-Critic-based Deep Reinforcement Learning
Hidenori Itaya
Tsubasa Hirakawa
Takayoshi Yamashita
H. Fujiyoshi
K. Sugiura
76
19
0
06 Mar 2021
Learning from Counting: Leveraging Temporal Classification for Weakly
  Supervised Object Localization and Detection
Learning from Counting: Leveraging Temporal Classification for Weakly Supervised Object Localization and Detection
Chia-Yu Hsu
Wenwen Li
60
8
0
06 Mar 2021
MotionRNN: A Flexible Model for Video Prediction with Spacetime-Varying
  Motions
MotionRNN: A Flexible Model for Video Prediction with Spacetime-Varying Motions
Haixu Wu
Zhiyu Yao
J. Wan
Mingsheng Long
98
132
0
03 Mar 2021
Dynamic Gaussian Mixture based Deep Generative Model For Robust
  Forecasting on Sparse Multivariate Time Series
Dynamic Gaussian Mixture based Deep Generative Model For Robust Forecasting on Sparse Multivariate Time Series
Yinjun Wu
Jingchao Ni
Wei Cheng
Bo Zong
Dongjin Song
Zhengzhang Chen
Yanchi Liu
Xuchao Zhang
Haifeng Chen
S. Davidson
AI4TS
85
52
0
03 Mar 2021
Improving Neural Networks for Time Series Forecasting using Data
  Augmentation and AutoML
Improving Neural Networks for Time Series Forecasting using Data Augmentation and AutoML
Indrajeet Javeri
Mohammadhossein Toutiaee
I. Arpinar
Tom W. Miller
John A. Miller
AI4TS
71
17
0
02 Mar 2021
Exploring Imitation Learning for Autonomous Driving with Feedback
  Synthesizer and Differentiable Rasterization
Exploring Imitation Learning for Autonomous Driving with Feedback Synthesizer and Differentiable Rasterization
Jinyun Zhou
Rui Wang
Xu Liu
Yifei Jiang
Shu Jiang
J. Tao
Jinghao Miao
Shiyu Song
109
35
0
02 Mar 2021
A Novel CNN-LSTM-based Approach to Predict Urban Expansion
A Novel CNN-LSTM-based Approach to Predict Urban Expansion
W. Boulila
Hamza Ghandorh
M. Khan
Fawad Ahmed
Jawad Ahmad
124
104
0
02 Mar 2021
Statistical Post-Processing for Gridded Temperature Prediction Using
  Encoder-Decoder-Based Deep Convolutional Neural Networks
Statistical Post-Processing for Gridded Temperature Prediction Using Encoder-Decoder-Based Deep Convolutional Neural Networks
Atsushi Kudo
69
6
0
02 Mar 2021
Human Activity Recognition using Deep Learning Models on Smartphones and
  Smartwatches Sensor Data
Human Activity Recognition using Deep Learning Models on Smartphones and Smartwatches Sensor Data
Bolu Oluwalade
Sunil Neela
J. Gichoya
Tobiloba Adejumo
S. Purkayastha
HAI
48
28
0
28 Feb 2021
Gaussian Process Nowcasting: Application to COVID-19 Mortality Reporting
Gaussian Process Nowcasting: Application to COVID-19 Mortality Reporting
I. Hawryluk
H. Hoeltgebaum
Swapnil Mishra
Xenia Miscouridou
R. Schnekenberg
C. Whittaker
Michaela Vollmer
Seth Flaxman
Samir Bhatt
T. Mellan
43
16
0
22 Feb 2021
Anyone GAN Sing
Anyone GAN Sing
Shreeviknesh Sankaran
Sukavanan Nanjundan
G. Anand
GAN
44
2
0
22 Feb 2021
Efficient Two-Stream Network for Violence Detection Using Separable
  Convolutional LSTM
Efficient Two-Stream Network for Violence Detection Using Separable Convolutional LSTM
Zahidul Islam
M. Rukonuzzaman
Raiyan Ahmed
M. H. Kabir
M. Farazi
65
42
0
21 Feb 2021
SLPC: a VRNN-based approach for stochastic lidar prediction and
  completion in autonomous driving
SLPC: a VRNN-based approach for stochastic lidar prediction and completion in autonomous driving
George Eskandar
Alexander Braun
M. Meinke
Karim Armanious
Bin Yang
3DV
56
4
0
19 Feb 2021
Applications of deep learning in traffic congestion detection,
  prediction and alleviation: A survey
Applications of deep learning in traffic congestion detection, prediction and alleviation: A survey
Nishant Kumar
Martin Raubal
AI4TSAI4CE
128
93
0
19 Feb 2021
Crop mapping from image time series: deep learning with multi-scale
  label hierarchies
Crop mapping from image time series: deep learning with multi-scale label hierarchies
Mehmet Özgür Türkoglu
Stefano Dáronco
Gregor Perich
F. Liebisch
Constantin Streit
Konrad Schindler
Jan Dirk Wegner
145
134
0
17 Feb 2021
On the Post-hoc Explainability of Deep Echo State Networks for Time
  Series Forecasting, Image and Video Classification
On the Post-hoc Explainability of Deep Echo State Networks for Time Series Forecasting, Image and Video Classification
Alejandro Barredo Arrieta
S. Gil-Lopez
I. Laña
Miren Nekane Bilbao
Javier Del Ser
AI4TS
64
13
0
17 Feb 2021
Accurate and Clear Precipitation Nowcasting with Consecutive Attention
  and Rain-map Discrimination
Accurate and Clear Precipitation Nowcasting with Consecutive Attention and Rain-map Discrimination
Ashesh
Buo‐Fu Chen
Treng‐Shi Huang
Boyo Chen
Chia-Tung Chang
Hsuan-Tien Lin
46
2
0
16 Feb 2021
Learning to Recognize Actions on Objects in Egocentric Video with
  Attention Dictionaries
Learning to Recognize Actions on Objects in Egocentric Video with Attention Dictionaries
Swathikiran Sudhakaran
Sergio Escalera
Oswald Lanz
EgoV
63
16
0
16 Feb 2021
Data-driven geophysical forecasting: Simple, low-cost, and accurate
  baselines with kernel methods
Data-driven geophysical forecasting: Simple, low-cost, and accurate baselines with kernel methods
B. Hamzi
R. Maulik
H. Owhadi
AI4TS
74
29
0
13 Feb 2021
DeepGLEAM: A hybrid mechanistic and deep learning model for COVID-19
  forecasting
DeepGLEAM: A hybrid mechanistic and deep learning model for COVID-19 forecasting
Dongxian Wu
Liyao (Mars) Gao
X. Xiong
Matteo Chinazzi
Alessandro Vespignani
Yi-An Ma
Rose Yu
FedML
75
27
0
12 Feb 2021
Broad-UNet: Multi-scale feature learning for nowcasting tasks
Broad-UNet: Multi-scale feature learning for nowcasting tasks
Jesús García Fernández
S. Mehrkanoon
67
70
0
12 Feb 2021
Referring Segmentation in Images and Videos with Cross-Modal
  Self-Attention Network
Referring Segmentation in Images and Videos with Cross-Modal Self-Attention Network
Linwei Ye
Mrigank Rochan
Zhi Liu
Xiaoqin Zhang
Yang Wang
VOSEgoV
66
57
0
09 Feb 2021
CMS-LSTM: Context Embedding and Multi-Scale Spatiotemporal Expression
  LSTM for Predictive Learning
CMS-LSTM: Context Embedding and Multi-Scale Spatiotemporal Expression LSTM for Predictive Learning
Zenghao Chai
Zhengzhuo Xu
Yunru Bai
Zhihui Lin
Chun Yuan
62
9
0
06 Feb 2021
RoI Tanh-polar Transformer Network for Face Parsing in the Wild
RoI Tanh-polar Transformer Network for Face Parsing in the Wild
Yiming Lin
Jie Shen
Yujiang Wang
Maja Pantic
CVBMViT
100
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0
04 Feb 2021
Horizontally Fused Training Array: An Effective Hardware Utilization
  Squeezer for Training Novel Deep Learning Models
Horizontally Fused Training Array: An Effective Hardware Utilization Squeezer for Training Novel Deep Learning Models
Shang Wang
Peiming Yang
Yuxuan Zheng
Xuelong Li
Gennady Pekhimenko
82
22
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03 Feb 2021
Object and Relation Centric Representations for Push Effect Prediction
Object and Relation Centric Representations for Push Effect Prediction
Ahmet E. Tekden
Aykut Erdem
Erkut Erdem
Tamim Asfour
Emre Ugur
65
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No-reference denoising of low-dose CT projections
No-reference denoising of low-dose CT projections
E. Zainulina
A. Chernyavskiy
Dmitry V. Dylov
OOD
36
5
0
03 Feb 2021
Digital twins based on bidirectional LSTM and GAN for modelling the
  COVID-19 pandemic
Digital twins based on bidirectional LSTM and GAN for modelling the COVID-19 pandemic
César Quilodrán-Casas
Vinicius L. S. Silva
Rossella Arcucci
Claire E. Heaney
Yike Guo
Christopher C. Pain
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Consistent Recurrent Neural Networks for 3D Neuron Segmentation
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D. Wei
Hanspeter Pfister
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Numerical Weather Forecasting using Convolutional-LSTM with Attention
  and Context Matcher Mechanisms
Numerical Weather Forecasting using Convolutional-LSTM with Attention and Context Matcher Mechanisms
Selim Furkan Tekin
Arda Fazla
Suleyman S. Kozat
AI4TS
75
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Playable Video Generation
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Willi Menapace
Stéphane Lathuilière
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Aliaksandr Siarohin
Elisa Ricci
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An Explainable AI System for Automated COVID-19 Assessment and Lesion
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An Explainable AI System for Automated COVID-19 Assessment and Lesion Categorization from CT-scans
M. Pennisi
I. Kavasidis
C. Spampinato
V. Schininà
S. Palazzo
...
Ada Petrone
F. Albarello
Giuseppe Ippolito
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54
33
0
28 Jan 2021
Deep learning via LSTM models for COVID-19 infection forecasting in
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Rohitash Chandra
Ayush Jain
D. Chauhan
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128
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Probability Trajectory: One New Movement Description for Trajectory
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Probability Trajectory: One New Movement Description for Trajectory Prediction
Pei Lv
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Tianxin Gu
Yuzhen Zhang
Xiaoheng Jiang
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42
0
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26 Jan 2021
Deep Graph Convolutional Networks for Wind Speed Prediction
Deep Graph Convolutional Networks for Wind Speed Prediction
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S. Mehrkanoon
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Adversarial Text-to-Image Synthesis: A Review
Adversarial Text-to-Image Synthesis: A Review
Stanislav Frolov
Tobias Hinz
Federico Raue
Jörn Hees
Andreas Dengel
EGVM
84
178
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Joint Denoising and Demosaicking with Green Channel Prior for Real-world
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Joint Denoising and Demosaicking with Green Channel Prior for Real-world Burst Images
Shi Guo
Zhetong Liang
Lei Zhang
67
36
0
25 Jan 2021
Short-term daily precipitation forecasting with seasonally-integrated
  autoencoder
Short-term daily precipitation forecasting with seasonally-integrated autoencoder
Donlapark Ponnoprat
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40
18
0
23 Jan 2021
Salient Object Detection via Integrity Learning
Salient Object Detection via Integrity Learning
Mingchen Zhuge
Deng-Ping Fan
Nian Liu
Dingwen Zhang
Dong Xu
Ling Shao
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201
314
0
19 Jan 2021
SceneGen: Learning to Generate Realistic Traffic Scenes
SceneGen: Learning to Generate Realistic Traffic Scenes
Shuhan Tan
K. Wong
Shenlong Wang
S. Manivasagam
Mengye Ren
R. Urtasun
92
107
0
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Instance-Aware Predictive Navigation in Multi-Agent Environments
Instance-Aware Predictive Navigation in Multi-Agent Environments
Jinkun Cao
Xin Wang
Trevor Darrell
Feng Yu
78
7
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UCNN: A Convolutional Strategy on Unstructured Mesh
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Mengfei Xu
Shufang Song
Xuxiang Sun
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RethNet: Object-by-Object Learning for Detecting Facial Skin Problems
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Shohrukh Bekmirzaev
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CycleSegNet: Object Co-segmentation with Cycle Refinement and Region
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CycleSegNet: Object Co-segmentation with Cycle Refinement and Region Correspondence
Chi Zhang
Guankai Li
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139
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Conditional Local Convolution for Spatio-temporal Meteorological
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Zhangyang Gao
Yongjie Xu
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Stan. Z. Li
AI4TS
236
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