spatio-temporal-modeling 开源项目推荐（49 个）

lixus7 /Time-Series-Works-Conferences

计算机科学顶级会议（NIPS、ICML、ICLR、KDD、AAAI、WWW、IJCAI、CIKM、ICDM、ICDE 等）中的时间序列工作总结

ChenHongruixuan /ChangeMamba

[IEEE TGRS 2024] ChangeMamba: Remote Sensing Change Detection Based on Spatio-Temporal State Space Model

Yunbo426 /predrnn-pp

Code release for "PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning" (ICML 2018)

LMissher /Awesome-Spatio-Temporal-Foundation-Models

A survey and paper list of current Spatio-Temporal Foundation Models from the pipeline perspective with awesome resources (paper, code, survey, etc.).

deepkashiwa20 /MegaCRN

[AAAI23] This it the official github for AAAI23 paper "Spatio-Temporal Meta-Graph Learning for Traffic Forecasting"

wengwenchao123 /DDGCRN

[Pattern Recognition] Decomposition Dynamic Graph Conolutional Recurrent Network for Traffic Forecasting

pcraster /pcraster

环境建模软件

underdoc-wang /ST-MGCN

[AAAI'19] Spatiotemporal Multi-Graph Convolution Network for Ride-Hailing Demand Forecasting (Pytorch Replication)

Cogito2012 /UString

[ACM MM 2020] Uncertainty-based Traffic Accident Anticipation

alexandrosstergiou /Squeeze-and-Recursion-Temporal-Gates

Code for : [Pattern Recognit. Lett. 2021] "Learn to cycle: Time-consistent feature discovery for action recognition" and [IJCNN 2021] "Multi-Temporal Convolutions for Human Action Recognition in Videos".

meowoodie /Reinforcement-Learning-of-Spatio-Temporal-Point-Processes

A general framework for learning spatio-temporal point processes via reinforcement learning

xzr12 /PredCNN

Code release for "PredCNN: Predictive Learning with Cascade Convolutions" (IJCAI 2018)

Onedean /ST-TTC

[NeurIPS 2025 Spotlight] Official implementation of "Learning with Calibration: Exploring Test-Time Computing of Spatio-Temporal Forecasting"

Buddhi19 /MambaFCS

[IEEE JSTARS 2026] Official Implementation of Mamba-FCS: Joint Spatio-Frequency Feature Fusion, Change-Guided Attention, and SeK Inspired Loss for Enhanced Semantic Change Detection in Remote Sensing

hilbert9221 /NRI-MPM

Code for Neural Relational Inference with Efficient Message Passing Mechanisms (AAAI 2021).

giscience-fsu /sperrorest

Spatial error estimation and variable importance

eren-ck /st_optics

ST-OPTICS: Spatio-temporal clustering based on OPTICS

underdoc-wang /STC-GNN

[CIKM'21] Spatio-Temporal-Categorical Graph Neural Networks for Fine-Grained Multi-Incident Co-Prediction

holmescao /LarNO

(Journal of Hydrology 2026) Large-scale urban flood modeling and zero-shot high-resolution generalization with LarNO

michelacameletti /Spatial-and-Spatio-Temporal-Bayesian-Models-with-R-INLA

Code and data from the "Spatial and Spatio-temporal Bayesian Models with R-INLA" book