GitHub topics: spatio-temporal

Repositories

GeoStat-Framework/GSTools

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

Language: Python - Size: 17.7 MB - Last synced at: 3 days ago - Pushed at: 17 days ago - Stars: 599 - Forks: 74

TorchSpatiotemporal/tsl

tsl: a PyTorch library for processing spatiotemporal data.

Language: Python - Size: 975 KB - Last synced at: about 1 hour ago - Pushed at: about 2 months ago - Stars: 332 - Forks: 35

cuge1995/awesome-time-series

list of papers, code, and other resources

Size: 1.03 MB - Last synced at: 11 days ago - Pushed at: 10 months ago - Stars: 988 - Forks: 160

L-Koren/wSTKDE

Weighted Spatio-Temporal Kernel Density Estimation (wSTKDE)

Language: Jupyter Notebook - Size: 86.2 MB - Last synced at: 13 days ago - Pushed at: 13 days ago - Stars: 4 - Forks: 1

VSainteuf/pytorch-psetae

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

Language: Python - Size: 1.98 MB - Last synced at: 7 days ago - Pushed at: over 3 years ago - Stars: 198 - Forks: 43

HEGSRR/OR-VT-Pharmacy Fork of samroubin/VTPharmacy

This is a temporally explicit analysis of spatial accessibility to pharmacy care in Vermont using the E2SFCA method by extending Kang et al 2020..

Language: Jupyter Notebook - Size: 144 MB - Last synced at: 14 days ago - Pushed at: 14 days ago - Stars: 1 - Forks: 0

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.

Size: 1.35 MB - Last synced at: 14 days ago - Pushed at: about 1 month ago - Stars: 2,536 - Forks: 222

lixus7/Time-Series-Works-Conferences

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

Size: 4.21 MB - Last synced at: 14 days ago - Pushed at: 2 months ago - Stars: 892 - Forks: 92

Najmuddin557/Predictive_Neural_Network

Research and develop artificial neural networks capable of making accurate predictions about future events based on past data patterns.

Size: 5.86 KB - Last synced at: 16 days ago - Pushed at: 16 days ago - Stars: 0 - Forks: 0

aptx1231/Awesome-Spatio-Temporal-Representation-Learning

Summary of Spatio-Temporal Representation Learning Models.

Size: 4.88 KB - Last synced at: 9 days ago - Pushed at: over 2 years ago - Stars: 72 - Forks: 7

secondo-database/secondo

The SECONDO database

Language: C++ - Size: 472 MB - Last synced at: 26 days ago - Pushed at: 27 days ago - Stars: 13 - Forks: 7

aptx1231/Traffic-Prediction-Open-Code-Summary

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

Size: 243 MB - Last synced at: 22 days ago - Pushed at: over 2 years ago - Stars: 260 - Forks: 58

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

Language: Jupyter Notebook - Size: 1.27 MB - Last synced at: about 14 hours ago - Pushed at: 12 months ago - Stars: 69 - Forks: 6

cloudsen12/easystac

A Python package for simple STAC queries

Language: Python - Size: 103 KB - Last synced at: 7 days ago - Pushed at: almost 3 years ago - Stars: 66 - Forks: 2

LongxingTan/KDDCup2022-WPF

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

Language: Python - Size: 81.1 KB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 119 - Forks: 19

midas-research/sthgcn-icdm

Code for Spatiotemporal Hypergraph Convolution Network for Stock Movement Forecasting

Language: Python - Size: 14.6 KB - Last synced at: 22 days ago - Pushed at: almost 4 years ago - Stars: 41 - Forks: 5

Mukosame/Zooming-Slow-Mo-CVPR-2020

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

Language: Python - Size: 61.8 MB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 922 - Forks: 154

eren-ck/st_dbscan

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

Language: Python - Size: 517 KB - Last synced at: 20 days ago - Pushed at: 3 months ago - Stars: 143 - Forks: 28

diffusion-motion-transfer/diffusion-motion-transfer

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

Language: Python - Size: 9.11 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 169 - Forks: 17

jhhuang96/ConvLSTM-PyTorch

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

Language: Python - Size: 9.33 MB - Last synced at: about 2 months ago - Pushed at: over 2 years ago - Stars: 412 - Forks: 89

EOA-team/eodal

Earth Observation Data Analysis Library

Language: Python - Size: 28.4 MB - Last synced at: 7 days ago - Pushed at: about 2 months ago - Stars: 96 - Forks: 16

UriaMorP/mprod_package

Software implementation for tensor-tensor m-product

Language: Python - Size: 1.6 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 13 - Forks: 5

zouguojian/Traffic-speed-prediction

Using to predict the highway traffic speed

Language: Python - Size: 646 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 30 - Forks: 3

PoorOtterBob/STONE-KDD-2024

Official repository of STONE (KDD 2024)

Language: Python - Size: 1.23 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 40 - Forks: 2

anas-farooq8/Predicting-and-Generating-Video-Sequences

A deep learning project to predict and generate future video frames using models like ConvLSTM, PredRNN, and Transformers, leveraging the UCF101 dataset. The repository includes preprocessing, model training, video generation, an interactive UI, and evaluation metrics to compare model performance in video synthesis and temporal prediction tasks.

Language: Jupyter Notebook - Size: 13.4 MB - Last synced at: about 2 months ago - Pushed at: 4 months ago - Stars: 2 - Forks: 0

johanneskopton/stif

"Space-Time Interpolation and Forecasting" - Predicting spatio-temporally distributed variables via space-time regression kriging using numpy and numba.

Language: Python - Size: 23.2 MB - Last synced at: about 1 month ago - Pushed at: 3 months ago - Stars: 9 - Forks: 1

planetlabs/staccato

Java implementation of the STAC spec

Language: Java - Size: 528 KB - Last synced at: 25 days ago - Pushed at: almost 2 years ago - Stars: 52 - Forks: 23

ksm26/OccupancyGrid-Predictions

Predicting Future Occupancy Grids in Dynamic Environment with Spatio-Temporal Learning

Language: Python - Size: 4.04 MB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 33 - Forks: 2

HannaMeyer/CAST

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

Language: R - Size: 77.4 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 112 - Forks: 29

Zymrael/wattnet-fx-trading

WATTNet: Learning to Trade FX with Hierarchical Spatio-Temporal Representations of Highly Multivariate Time Series

Language: Jupyter Notebook - Size: 10.9 MB - Last synced at: about 1 month ago - Pushed at: over 4 years ago - Stars: 73 - Forks: 12

benjamin-allevius/scanstatistics

An R package for space-time anomaly detection using scan statistics.

Language: HTML - Size: 3.76 MB - Last synced at: 1 day ago - Pushed at: almost 5 years ago - Stars: 50 - Forks: 10

SagharShafaati/Advanced-ST-GCN

Code for Advanced ST-GCN implementation, including preprocessing, training with adversarial noise, and evaluation on the MHAD dataset for 3D action recognition.

Language: Jupyter Notebook - Size: 6.84 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

xiepeng21/research_spatio-temporal-data-mining

A collection of research on spatio-temporal data mining

Size: 152 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 146 - Forks: 22

Erdnaxela3/STDM-paper-implem

Implementation of Saptio-Temporal Diffusion Model (STDM)

Language: Jupyter Notebook - Size: 322 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

lukehb/137-stopmove

Algorithms to automatically discover stops and moves in GPS trajectories.

Language: Java - Size: 76.2 KB - Last synced at: 11 days ago - Pushed at: almost 7 years ago - Stars: 25 - Forks: 8

LibCity/Bigscity-LibCity

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

Language: Python - Size: 39.3 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 962 - Forks: 169

Eilene/spatio-temporal-paper-list

Spatio-temporal modeling 论文列表（主要是graph convolution相关)

Size: 5.64 MB - Last synced at: 14 days ago - Pushed at: over 5 years ago - Stars: 525 - Forks: 120

cps-atlas/strem

A tool for spatial and temporal regular expression matching.

Language: Rust - Size: 7.31 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 4 - Forks: 0

LongxingTan/Data-competitions

My Data Competition Solutions

Language: Python - Size: 5.74 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 101 - Forks: 42

FengliWu/Taxi_Trajectory_Prediction

LSTM-based taxi trajectory prediction

Language: Python - Size: 304 MB - Last synced at: about 2 months ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 1

LibCity/Bigscity-LibCity-PaperList

Paper list in traffic prediction field

Size: 146 KB - Last synced at: 6 months ago - Pushed at: 10 months ago - Stars: 219 - Forks: 24

lukehb/137-roi

A library of trajectory region of interest mining algorithms

Language: Java - Size: 61.5 KB - Last synced at: 2 months ago - Pushed at: almost 7 years ago - Stars: 1 - Forks: 1

SwissTPH/pochas-geoutils

A Python package includes geo-utils for POCHAS project

Language: Python - Size: 4.05 MB - Last synced at: about 1 month ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 0

SonghuaHu-UMD/PA_Forecast_PGT

Language: Python - Size: 22.1 MB - Last synced at: 2 days ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

lukehb/137-simplification

Spatial and spatio-temporal trajectory simplification algorithms.

Language: Java - Size: 22.5 KB - Last synced at: 2 months ago - Pushed at: almost 7 years ago - Stars: 2 - Forks: 1

isLouisHsu/MAF-GNN

Official repository for paper MAF-GNN: Multi-adaptive Spatiotemporal-flow Graph Neural Network for Traffic Speed Forecasting

Language: Python - Size: 15.6 KB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 3 - Forks: 1

hayato-n/DynamicESF

Implementation of fast space-time regression model

Language: Python - Size: 2.71 MB - Last synced at: 21 days ago - Pushed at: over 2 years ago - Stars: 5 - Forks: 2

D-Roberts/deeplearning-video-spatiotemp

Deep learning architectures related to video ++.

Language: Python - Size: 3.12 MB - Last synced at: 10 days ago - Pushed at: almost 4 years ago - Stars: 6 - Forks: 0

PIE-08-COA-ISAE-SUPAERO/spatio-temporal_wind_modeling

Spatio-Temporal Wind Modeling for Parafoil Simulations and Control

Language: Python - Size: 875 MB - Last synced at: 2 months ago - Pushed at: about 4 years ago - Stars: 2 - Forks: 1

AKASH2907/awesome-spatio-temporal-action-detection

A curated list of papers in the domain of spatio-temporal action detection (or action localization.) NOTE: This repository does not contains papers for Temporal Action Localization.

Size: 5.86 KB - Last synced at: 10 days ago - Pushed at: about 3 years ago - Stars: 6 - Forks: 2

santoroma/CircSpaceTime

Spatial and Spatio-Temporal Bayesian Model for Circular Data

Language: R - Size: 45.4 MB - Last synced at: about 1 month ago - Pushed at: almost 6 years ago - Stars: 7 - Forks: 4

lukehb/137-datastructures

Data structures used for building java applications, particularly data-mining projects.

Language: Java - Size: 124 KB - Last synced at: 2 months ago - Pushed at: about 7 years ago - Stars: 0 - Forks: 1

EDAPINENUT/CLCRN

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

Language: Python - Size: 92.8 KB - Last synced at: 6 months ago - Pushed at: about 3 years ago - Stars: 130 - Forks: 29

jeongwhanchoi/STG-NCDE

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

Language: Python - Size: 30.4 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 122 - Forks: 23

GeoStat-Framework/GSTools-Core

A Rust implementation of the core algorithms of GSTools.

Language: Rust - Size: 163 KB - Last synced at: 10 days ago - Pushed at: 9 months ago - Stars: 10 - Forks: 0

StatisticsHealthEconomics/Epitome

EPITOME project

Language: JavaScript - Size: 27.6 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

effendiian/r-capstone-code

Course code used for the DSCI 799 capstone at RIT.

Language: R - Size: 179 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

moharamfatema/graduation-project

Video vision transformers for hierarchical anomaly detection in video scenes.

Language: Jupyter Notebook - Size: 26.7 MB - Last synced at: 5 months ago - Pushed at: almost 2 years ago - Stars: 5 - Forks: 4

eren-ck/st_optics

ST-OPTICS: Spatio-temporal clustering based on OPTICS

Language: Python - Size: 192 KB - Last synced at: 9 months ago - Pushed at: almost 4 years ago - Stars: 19 - Forks: 2

csiro-robotics/locus

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

Language: Python - Size: 5.75 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 118 - Forks: 15

tsinghua-fib-lab/UniST

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

Size: 0 Bytes - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 2 - Forks: 0

JanAcedanski/spatio-temporal-disaggregation-with-smoothing

Tools for spatio-temporal disaggregation of multivariate time-series with smoothing and regression-based methods

Language: Julia - Size: 781 KB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0

Esri/aggregation-viewer-server-map-service

Sample JavaScript Aggregation Viewer using Map Service queries with an Aggregation Renderer and rendering images server side

Language: CSS - Size: 15 MB - Last synced at: 9 months ago - Pushed at: about 1 year ago - Stars: 12 - Forks: 5

LibCity/M-LibCity

M-LibCity: An Open Source Library for Urban Spatio-temporal Prediction Models Based on MindSpore

Language: Python - Size: 189 KB - Last synced at: 12 months ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 1

NVlabs/STEP

STEP: Spatio-Temporal Progressive Learning for Video Action Detection. CVPR'19 (Oral)

Language: Python - Size: 4.04 MB - Last synced at: 12 months ago - Pushed at: over 5 years ago - Stars: 246 - Forks: 48

oravus/DeltaDescriptors

Delta Descriptors: Visual Localization via Visual Place Recognition (VPR) where places are described using a change-based spatio-temporal representation. (RA-L & IROS 2020)

Language: Python - Size: 424 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 34 - Forks: 2

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

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

Size: 243 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 71 - Forks: 12

cankocagil/SP-MaskR-CNN

Spatio-temporal Mask R-CNN for Video Instance Segmentation

Size: 14.6 KB - Last synced at: about 1 year ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

debjyoti385/Readings

Research Reading List

Size: 1.22 MB - Last synced at: about 1 year ago - Pushed at: over 7 years ago - Stars: 2 - Forks: 3

ZJUDataIntelligence/HDM-GNN

Language: Python - Size: 25.1 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 154 - Forks: 31

LMissher/STWave

[ICDE'2023] When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks

Language: Python - Size: 130 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 52 - Forks: 4

RansML/Bayesian_Hilbert_Maps

Mapping spatiotemporal patterns in an online and continuous fashion

Language: Jupyter Notebook - Size: 136 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 97 - Forks: 23

meghanmshea/intertidal-eDNA

Data and R code for "Environmental DNA (eDNA) metabarcoding differentiates between micro-habitats within the rocky intertidal" (Shea & Boehm)

Language: HTML - Size: 158 MB - Last synced at: 11 months ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

davidgeorgewilliams/Transformer

Explore the Transformer architecture, a Python toolkit engineered for top-tier machine learning performance in processing sequential and spatial data tasks.

Language: Python - Size: 1.89 MB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

NarmadhaMM/Bayesian-ML-for-occupancy-data

Includes the R code and the supporting materials for our paper "Using machine learning to identify nontraditional spatial dependence in occupancy data"

Language: R - Size: 18.6 KB - Last synced at: about 1 year ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

John-Venti/DDPG-AirSim-Drone-Obstacle-Avoidance

Using DDPG and ConvLSTM to control a drone to avoid obstacle in AirSim

Language: Python - Size: 1.89 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 10 - Forks: 0

stccenter/IoT-based-Temperature-Prediction

Multi-step Hourly Temperature Prediction Using Vehicle-IoT and ML

Language: Python - Size: 10.2 MB - Last synced at: over 1 year ago - Pushed at: almost 4 years ago - Stars: 2 - Forks: 5

Lcartwright94/LPDM-Sensitivity-Emulation

This repository contains the scripts required, and documentation detailing how to reproduce the results presented in "Emulation of greenhouse-gas sensitivities using variational autoencoders", by Laura Cartwright, Andrew Zammit-Mangion, and Nicholas M. Deutscher. Instructions for accessing and downloading the additional required datasets are also included.

Language: R - Size: 18.2 MB - Last synced at: about 2 months ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 1

gengdd/Awesome-Time-Series-Spatio-Temporal

Awesome Time-Series and Spatio-Temporal Related

Size: 15.6 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 44 - Forks: 4

qzhang95/PSTCR

Q. Zhang, Q. Yuan, J. Li, Z. Li, H. Shen, and L. Zhang, "Thick Cloud and Cloud Shadow Removal in Multitemporal Images using Progressively Spatio-Temporal Patch Group Learning", ISPRS Journal, 2020.

Language: MATLAB - Size: 28.5 MB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 54 - Forks: 17

ispc-lab/NeuralPCI

✨ [CVPR 2023] NeuralPCI: Spatio-temporal Neural Field for 3D Point Cloud Multi-frame Non-linear Interpolation

Language: Python - Size: 23.6 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 30 - Forks: 2

joshuapjacob/bay-wheels-bike-usage

Spatiotemporal models of Bay Wheels bike usage.

Language: Jupyter Notebook - Size: 145 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

zhengchuanpan/STPC-Net

STPC-Net: Learn Massive Geo-sensory Data as Spatio-Temporal Point Clouds

Language: Python - Size: 9.34 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 2

zealscott/ST2Vec

Source code for Spatio-Temporal Trajectory Similarity Learning in Road Networks. KDD 2022.

Language: Python - Size: 45.4 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 35 - Forks: 23

ujjax/pred-rnn

PredRNN: Recurrent Neural Networks for Predictive Learning using Spatiotemporal LSTMs

Language: Python - Size: 24.4 KB - Last synced at: about 1 year ago - Pushed at: over 5 years ago - Stars: 122 - Forks: 39

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.

Language: Jupyter Notebook - Size: 138 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 219 - Forks: 73

abroniewski/MobilityDB-workshop-dashboards Fork of MobilityDB/MobilityDB-workshop

Creating business intelligence dashboards from moving object data. Using Grafana and MobilityDB, we create workshops and tutorials. This work was presented at the 10th OpenSky Symposium

Size: 51.2 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0