Search Results - RepositoryStats

191

2.2k

unknown

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This repository contains a reading list of papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction (STF). These papers are mainly categorized according to the typ...

rnn tcn paper-lists time-series transformer deep-learning spatio-temporal time-series-models deep-neural-networks spatio-temporal-data time-series-analysis time-series-prediction time-series-forecasting spatio-temporal-prediction spatial-temporal-forecasting

Created 2022-06-29

367 commits to main branch, last one 3 days ago

awesome-time-series cuge1995

157

967

unknown

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list of papers, code, and other resources

time-series spatio-temporal series-forecasting time-series-prediction time-series-forecasting

Created 2020-03-03

259 commits to master branch, last one 5 months ago

Bigscity-LibCity LibCity

169

958

apache-2.0

10

LibCity: An Open Library for Urban Spatial-temporal Data Mining

Created 2020-12-12

325 commits to master branch, last one 3 days ago

Zooming-Slow-Mo-CVPR-2020 Mukosame

164

920

gpl-3.0

30

Fast and Accurate One-Stage Space-Time Video Super-Resolution (accepted in CVPR 2020)

cvpr video pytorch cvpr2020 spatio-temporal super-resolution video-super-resolution video-frame-interpolation

Created 2020-02-25

55 commits to master branch, last one 3 years ago

Time-Series-Works-Conferences lixus7

90

836

mit

24

Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)

location paper-list time-series deep-learning spatio-temporal anomaly-detection accident-detection demand-forecasting traffic-prediction probabilistic-models spatio-temporal-data time-series-imputation time-series-prediction travel-time-prediction multivariate-timeseries time-series-forecasting spatio-temporal-modeling spatio-temporal-prediction

Created 2022-03-24

834 commits to main branch, last one 11 days ago

GSTools GeoStat-Framework

74

579

lgpl-3.0

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GSTools - A geostatistical toolbox: random fields, variogram estimation, covariance models, kriging and much more

srf python kriging science variogram geospatial statistics geostatistics spatio-temporal covariance-model variogram-estimation

Created 2018-01-15

1,966 commits to main branch, last one about a month ago

ConvLSTM-PyTorch jhhuang96

85

398

mit

9

ConvLSTM/ConvGRU (Encoder-Decoder) with PyTorch on Moving-MNIST

gru rnn lstm convgru convlstm time-series encoder-decoder spatio-temporal pytorch-implementation

Created 2019-08-13

24 commits to master branch, last one 4 years ago

tsl TorchSpatiotemporal

27

282

mit

10

tsl: a PyTorch library for processing spatiotemporal data.

gnn pytorch deep-learning temporal-data spatiotemporal spatio-temporal temporal-graphs spatiotemporal-data spatio-temporal-data graph-neural-networks spatio-temporal-graph spatio-temporal-analysis spatio-temporal-prediction spatiotemporal-forecasting spatiotemporal-data-analysis

Created 2022-03-13

326 commits to main branch, last one 4 months ago

Traffic-Prediction-Open-Code-Summary aptx1231

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251

mit

2

Summary of open source code for deep learning models in the field of traffic prediction

Created 2020-12-26

49 commits to master branch, last one 2 years ago

Spatio-Temporal-papers Knowledge-Precipitation-Tribe

74

242

unknown

10

This project is a collection of recent research in areas such as new infrastructure and urban computing, including white papers, academic papers, AI lab and dataset etc.

ailab paper datasets gnn-traffic traffic-data traffic-flow infrastructure flow-prediction spatio-temporal urban-computing demand-prediction demand-forecasting traffic-prediction traffic-forecasting urban-computing-papers temporal-graph-networks spatio-temporal-networks graph-convolutional-networks

Created 2020-03-11

156 commits to master branch, last one 3 years ago

Bigscity-LibCity-PaperList LibCity

24

222

unknown

6

Paper list in traffic prediction field

libcity paper-list map-matching deep-learning spatio-temporal network-embedding traffic-prediction traffic-forecasting graph-neural-networks estimated-time-of-arrival spatio-temporal-prediction

Created 2021-05-28

31 commits to master branch, last one 5 months ago

pytorch-psetae VSainteuf

42

192

mit

3

PyTorch implementation of the model presented in "Satellite Image Time Series Classification with Pixel-Set Encoders and Temporal Self-Attention"

cvpr pytorch cvpr2020 agriculture deep-learning remote-sensing self-attention computer-vision satellite-image spatio-temporal machine-learning earth-observation transformer-architecture time-series-classification

Created 2019-11-18

25 commits to master branch, last one 2 years ago

HDM-GNN ZJUDataIntelligence

34

159

unknown

4

This repository has no description...

crowdsensing crowdsourcing spatio-temporal urban-computing crime-prediction

Created 2022-01-15

6 commits to main branch, last one 8 months ago

diffusion-motion-transfer diffusion-motion-transfer

17

156

unknown

3

Official Pytorch Implementation for "Space-Time Diffusion Features for Zero-Shot Text-Driven Motion Transfer""

cvpr2024 space-time text2video video-editing motion-transfer spatio-temporal diffusion-models

Created 2023-12-07

1 commits to main branch, last one about a year ago

UniST tsinghua-fib-lab

14

153

unknown

4

Official implementation for "UniST: A Prompt-Empowered Universal Model for Urban Spatio-Temporal Prediction" (KDD 2024)

prediction forecasting one-for-all pre-training transformers prompt-tuning prompt-learning spatio-temporal universal-model universal-forecasting

Created 2024-05-20

66 commits to main branch, last one a day ago

research_spatio-temporal-data-mining xiepeng21

22

146

unknown

8

A collection of research on spatio-temporal data mining

paper-list time-series deep-learning od-prediction spatio-temporal urban-computing spatio-temporal-ai traffic-prediction spatio-temporal-data spatio-temporal-data-mining

Created 2020-08-21

63 commits to master branch, last one 4 days ago

STG-NCDE jeongwhanchoi

25

136

mit

2

"Graph Neural Controlled Differential Equations for Traffic Forecasting", AAAI 2022

stg-ncde time-series spatio-temporal traffic-forecasting graph-neural-networks spatio-temporal-graph differential-equations

Created 2021-09-05

11 commits to main branch, last one 3 months ago

st_dbscan eren-ck

26

134

mit

3

ST-DBSCAN: Simple and effective tool for spatial-temporal clustering

clustering spatio-temporal dbscan-clustering spatio-temporal-analysis

Created 2020-02-02

16 commits to master branch, last one 2 years ago

CLCRN EDAPINENUT

30

134

unknown

5

This is an official Pytorch implementation of Conditional Local Convolution for Spatio-temporal Meteorological Forecasting, AAAI 2022

pytorch aaai2022 spatio-temporal spherical-geometry graph-neural-networks continuous-convolution meteorological-forecasting

Created 2021-12-11

10 commits to main branch, last one 2 years ago

locus csiro-robotics

15

121

other

10

[ICRA 2021] This repository contains the code for "Locus: LiDAR-based Place Recognition using Spatiotemporal Higher-Order Pooling".

3d slam lidar robotics point-cloud deep-learning spatio-temporal place-recognition

Created 2020-12-08

26 commits to main branch, last one 6 months ago

KDDCup2022-WPF LongxingTan

19

112

unknown

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3rd Place Solution of KDD Cup 2022-Spatial Dynamic Wind Power Forecasting

bert kddcup kdd2022 time-series deep-learning spatio-temporal wind-power-forecasting

Created 2022-07-21

5 commits to master branch, last one about a year ago

Spatio-Temporal-Data-Mining-Survey NickHan-cs

19

111

unknown

5

Paper & Code & Dataset Collection of Spatial-Temporal Data Mining.

trajectory map-matching spatio-temporal federated-learning traffic-prediction trajectory-analysis spatio-temporal-data trajectory-prediction traffic-signal-control wind-power-forecasting spatio-temporal-analysis estimated-time-of-arrival spatio-temporal-prediction spatio-temporal-representation

Created 2021-07-19

26 commits to master branch, last one 5 months ago

CAST HannaMeyer

30

110

unknown

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Developer Version of the R package CAST: Caret Applications for Spatio-Temporal models

caret spatial overfitting autocorrelation spatio-temporal machine-learning feature-selection variable-selection predictive-modeling

Created 2017-06-26

658 commits to master branch, last one 2 days ago

Bayesian_Hilbert_Maps RansML

24

103

unknown

5

Mapping spatiotemporal patterns in an online and continuous fashion

mapping robotics occupancy-map spatio-temporal occupancy-grid-map occupancy-modeling

Created 2017-08-03

47 commits to master branch, last one about a year ago

Data-competitions LongxingTan

43

101

unknown

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My Data Competition Solutions

kddcup big-data data-mining industry-40 time-series data-science data-challenge spatio-temporal data-competition tianchi-competition

Created 2020-03-19

7 commits to master branch, last one about a year ago

VidVRD-helper xdshang

28

100

mit

4

To keep updates with VRU Grand Challenge, please use https://github.com/NExTplusplus/VidVRD-helper

dataset evaluation video-analysis spatio-temporal object-detection action-recognition visual-relationship-detection

Created 2017-08-12

53 commits to master branch, last one 2 years ago

strm Anirudh257

16

99

unknown

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[CVPR 2022] Official Pytorch Implementation for "Spatio-temporal Relation Modeling for Few-shot Action Recognition". SOTA Results for Few-shot Action Recognition

cvpr cvpr2022 few-shot spatio-temporal few-shot-learning action-recognition few-shot-recognition

Created 2022-04-01

6 commits to main branch, last one 2 years ago

eodal EOA-team

15

94

gpl-3.0

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Earth Observation Data Analysis Library

gis python ecology landsat geospatial sentinel-1 sentinel-2 agriculture planet-labs data-science data-analysis remote-sensing geographic-data spatio-temporal earth-observation environmental-monitoring

Created 2022-06-06

832 commits to master branch, last one 9 months ago