spatio-temporal

There are 19 repositories under spatio-temporal topic.

ddz16 / TSFpaper
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 type of model.
deep-learning time-series time-series-analysis time-series-forecasting time-series-prediction deep-neural-networks paper-lists rnn tcn time-series-models transformer spatial-temporal-forecasting spatio-temporal spatio-temporal-data spatio-temporal-prediction
1345
Mukosame / Zooming-Slow-Mo-CVPR-2020
Fast and Accurate One-Stage Space-Time Video Super-Resolution (accepted in CVPR 2020)
pytorch video super-resolution video-frame-interpolation video-super-resolution spatio-temporal cvpr2020 cvpr
Language:Python 894
cuge1995 / awesome-time-series
list of papers, code, and other resources
time-series time-series-forecasting time-series-prediction series-forecasting spatio-temporal
863
LibCity / Bigscity-LibCity
LibCity: An Open Library for Urban Spatial-temporal Data Mining
traffic traffic-prediction traffic-flow-prediction traffic-speed-prediction on-demand-service trajectory-prediction toolkit deep-learning spatio-temporal-prediction spatio-temporal pytorch-implementation traffic-forecasting map-matching representation-learning estimated-time-of-arrival traffic-accident-prediction od-matrix time-series-prediction eta libcity
Language:Python 822
lixus7 / Time-Series-Works-Conferences
Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)
time-series deep-learning spatio-temporal paper-list traffic-prediction spatio-temporal-prediction spatio-temporal-data spatio-temporal-modeling location travel-time-prediction demand-forecasting anomaly-detection multivariate-timeseries probabilistic-models time-series-forecasting time-series-prediction time-series-imputation accident-detection
669
Eilene / spatio-temporal-paper-list
Spatio-temporal modeling 论文列表（主要是graph convolution相关)
spatio-temporal graph convolutional-neural-networks
517
GSTools
GeoStat-Framework / GSTools
GSTools - A geostatistical toolbox: random fields, variogram estimation, covariance models, kriging and much more
geostatistics geospatial science python variogram srf covariance-model kriging variogram-estimation spatio-temporal statistics
Language:Python 510
jhhuang96 / ConvLSTM-PyTorch
ConvLSTM/ConvGRU (Encoder-Decoder) with PyTorch on Moving-MNIST
convgru convlstm encoder-decoder gru lstm pytorch-implementation rnn spatio-temporal time-series
Language:Python 351
NVlabs / STEP
STEP: Spatio-Temporal Progressive Learning for Video Action Detection. CVPR'19 (Oral)
action-detection spatial-temporal spatio-temporal video-action action-recognition ava ava-dataset ucf101 ucf101-dataset amp apex step iterative ucf24 ucf24-dataset video-understanding activity-recognition activity-detection video-activity
Language:Python 244
Knowledge-Precipitation-Tribe / Spatio-Temporal-papers
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.
urban-computing infrastructure ailab datasets traffic-forecasting traffic-data urban-computing-papers gnn-traffic traffic-prediction traffic-flow demand-forecasting spatio-temporal spatio-temporal-networks flow-prediction demand-prediction graph-convolutional-networks paper temporal-graph-networks
Language:Jupyter Notebook 224
aptx1231 / Traffic-Prediction-Open-Code-Summary
Summary of open source code for deep learning models in the field of traffic prediction
traffic traffic-prediction traffic-flow-prediction traffic-speed-prediction traffic-accident-prediction travel-time-prediction trajectory-prediction on-demand-service open-source deep-learning open-code spatio-temporal spatio-temporal-prediction paper-list graph-convolutional-networks graph-neural-networks estimated-time-of-arrival on-demand time-series-prediction libcity
215
tsl
TorchSpatiotemporal / tsl
tsl: a PyTorch library for processing spatiotemporal data.
deep-learning gnn graph-neural-networks pytorch spatio-temporal spatio-temporal-analysis spatio-temporal-data spatio-temporal-graph spatio-temporal-prediction spatiotemporal spatiotemporal-data spatiotemporal-data-analysis spatiotemporal-forecasting temporal-data temporal-graphs
Language:Python 205
LibCity / Bigscity-LibCity-PaperList
Paper list in traffic prediction field
traffic-prediction traffic-forecasting spatio-temporal-prediction spatio-temporal paper-list network-embedding deep-learning graph-neural-networks map-matching estimated-time-of-arrival libcity
194
VSainteuf / pytorch-psetae
PyTorch implementation of the model presented in "Satellite Image Time Series Classification with Pixel-Set Encoders and Temporal Self-Attention"
agriculture computer-vision cvpr cvpr2020 deep-learning earth-observation machine-learning pytorch remote-sensing satellite-image self-attention spatio-temporal time-series-classification transformer-architecture
Language:Python 164
ZJUDataIntelligence / HDM-GNN
crime-prediction crowdsensing urban-computing spatio-temporal crowdsourcing
Language:Python 155
xiepeng21 / research_spatio-temporal-data-mining
A collection of research on spatio-temporal data mining
deep-learning paper-list spatio-temporal spatio-temporal-data spatio-temporal-data-mining time-series traffic-prediction urban-computing od-prediction spatio-temporal-ai
135
ujjax / pred-rnn
PredRNN: Recurrent Neural Networks for Predictive Learning using Spatiotemporal LSTMs
predictive-learning spatio-temporal lstm nlp deep-learning nips-2017
Language:Python 122
eren-ck / st_dbscan
ST-DBSCAN: Simple and effective tool for spatial-temporal clustering
dbscan-clustering spatio-temporal-analysis spatio-temporal clustering
Language:Python 120
csiro-robotics / locus
[ICRA 2021] This repository contains the code for "Locus: LiDAR-based Place Recognition using Spatiotemporal Higher-Order Pooling".
slam place-recognition lidar point-cloud spatio-temporal deep-learning 3d robotics
Language:Python 118
diffusion-motion-transfer / diffusion-motion-transfer
Official Pytorch Implementation for "Space-Time Diffusion Features for Zero-Shot Text-Driven Motion Transfer""
motion-transfer video-editing diffusion-models space-time spatio-temporal text2video cvpr2024
Language:Python 117
edouardelasalles / stnn
Code for the paper "Spatio-Temporal Neural Networks for Space-Time Series Modeling and Relations Discovery"
pytorch spatio-temporal deep-learning
Language:Jupyter Notebook 114
HannaMeyer / CAST
Developer Version of the R package CAST: Caret Applications for Spatio-Temporal models
caret machine-learning autocorrelation spatial spatio-temporal overfitting feature-selection variable-selection predictive-modeling
Language:R 100
jeongwhanchoi / STG-NCDE
"Graph Neural Controlled Differential Equations for Traffic Forecasting", AAAI 2022
differential-equations traffic-forecasting spatio-temporal-graph graph-neural-networks spatio-temporal time-series stg-ncde
Language:Python 100
LongxingTan / Data-competitions
Data Competition Solutions
data-science data-competition kddcup tianchi-competition data-mining spatio-temporal time-series big-data industry-40 data-challenge
Language:Python 100
xdshang / VidVRD-helper
To keep updates with VRU Grand Challenge, please use https://github.com/NExTplusplus/VidVRD-helper
dataset evaluation video-analysis visual-relationship-detection object-detection action-recognition spatio-temporal
Language:Python 99
RansML / Bayesian_Hilbert_Maps
Mapping spatiotemporal patterns in an online and continuous fashion
occupancy-grid-map occupancy-map occupancy-modeling robotics mapping spatio-temporal
Language:Jupyter Notebook 97
LongxingTan / KDDCup2022-WPF
3rd Place Solution of KDD Cup 2022-Spatial Dynamic Wind Power Forecasting
kdd2022 wind-power-forecasting bert deep-learning spatio-temporal kddcup time-series
Language:Python 90
Anirudh257 / strm
[CVPR 2022] Official Pytorch Implementation for "Spatio-temporal Relation Modeling for Few-shot Action Recognition". SOTA Results for Few-shot Action Recognition
few-shot few-shot-learning few-shot-recognition cvpr2022 cvpr action-recognition spatio-temporal
Language:Python 89
EOA-team / eodal
Earth Observation Data Analysis Library
data-science earth-observation geospatial gis python remote-sensing agriculture data-analysis ecology environmental-monitoring geographic-data landsat sentinel-1 sentinel-2 planet-labs spatio-temporal
Language:Python 89
BIRD-TAO / CLCRN
This is an official Pytorch implementation of Conditional Local Convolution for Spatio-temporal Meteorological Forecasting, AAAI 2022
aaai2022 graph-neural-networks spatio-temporal spherical-geometry continuous-convolution meteorological-forecasting pytorch
Language:Python 81
yulinliu101 / DeepTP
A deep generative model to predict aircraft actual trajectories using high dimensional weather data
trajectory-generation trajectory-prediction trajectory-inference lstm encoder-decoder encoder-decoder-model generative-model aircraft-performance gaussian-mixtures spatio-temporal deep-generative-models
Language:Jupyter Notebook 71
Zymrael / wattnet-fx-trading
WATTNet: Learning to Trade FX with Hierarchical Spatio-Temporal Representations of Highly Multivariate Time Series
forecasting trading spatio-temporal
Language:Jupyter Notebook 70
NickHan-cs / Spatio-Temporal-Data-Mining-Survey
Paper & Code & Dataset Collection of Spatial-Temporal Data Mining.
estimated-time-of-arrival federated-learning map-matching spatio-temporal spatio-temporal-analysis spatio-temporal-data spatio-temporal-prediction spatio-temporal-representation traffic-prediction traffic-signal-control trajectory trajectory-analysis trajectory-prediction wind-power-forecasting
68
yoshall / UrbanFM
Pytorch Implementation of Urban Flow Magnifier (UrbanFM), KDD-19
deeplearning super-resolution urban-data-science spatio-temporal
Language:Python 66
easystac
cloudsen12 / easystac
A Python package for simple STAC queries
stac remote-sensing gis earth-observation python python3 spatio-temporal spatio-temporal-data planetary-computer radiant
Language:Python 65
martenlienen / finite-element-networks
Reference implementation of Finite Element Networks as proposed in "Learning the Dynamics of Physical Systems from Sparse Observations with Finite Element Networks" at ICLR 2022
neural-ode spatio-temporal forecasting pde
Language:Jupyter Notebook 63

spatio-temporal

ddz16 / TSFpaper

Mukosame / Zooming-Slow-Mo-CVPR-2020

cuge1995 / awesome-time-series

LibCity / Bigscity-LibCity

lixus7 / Time-Series-Works-Conferences

Eilene / spatio-temporal-paper-list

GeoStat-Framework / GSTools

jhhuang96 / ConvLSTM-PyTorch

NVlabs / STEP

Knowledge-Precipitation-Tribe / Spatio-Temporal-papers

aptx1231 / Traffic-Prediction-Open-Code-Summary

TorchSpatiotemporal / tsl

LibCity / Bigscity-LibCity-PaperList

VSainteuf / pytorch-psetae

ZJUDataIntelligence / HDM-GNN

xiepeng21 / research_spatio-temporal-data-mining

ujjax / pred-rnn

eren-ck / st_dbscan

csiro-robotics / locus

diffusion-motion-transfer / diffusion-motion-transfer

edouardelasalles / stnn

HannaMeyer / CAST

jeongwhanchoi / STG-NCDE

LongxingTan / Data-competitions

xdshang / VidVRD-helper

RansML / Bayesian_Hilbert_Maps

LongxingTan / KDDCup2022-WPF

Anirudh257 / strm

EOA-team / eodal

BIRD-TAO / CLCRN

yulinliu101 / DeepTP

Zymrael / wattnet-fx-trading

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

yoshall / UrbanFM

cloudsen12 / easystac

martenlienen / finite-element-networks