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OpenSTL: A Comprehensive Benchmark of Spatio-Temporal Predictive Learning

OpenSTL: A Comprehensive Benchmark of Spatio-Temporal Predictive Learning

1.2k stars192 forks32 entriesLast push Mar 1, 2026 (7 months ago)License Apache-2.0

This page lists names, links and short descriptions. The original list on GitHub is the source and belongs to its authors.

General

📘Documentation

| 🛠️Installation | 🚀Model Zoo | 🤗Huggingface | 👀Visualization | 🆕News

Overview of Model Zoo and Datasets

ConvLSTM

(NeurIPS'2015)

PredRNN

(NeurIPS'2017)

PredRNN++

(ICML'2018)

E3D-LSTM

(ICLR'2018)

MIM

(CVPR'2019)

PhyDNet

(CVPR'2020)

MAU

(NeurIPS'2021)

PredRNN.V2

(TPAMI'2022)

SimVP

(CVPR'2022)

SimVP.V2

(ArXiv'2022)

TAU

(CVPR'2023)

MMVP

(ICCV'2023)

SwinLSTM

(ICCV'2023)

ViT (Vision Transformer)

(ICLR'2021)

In 3 lists

Swin-Transformer

(ICCV'2021)

MLP-Mixer

(NeurIPS'2021)

ConvMixer

(Openreview'2021)

In 2 lists

UniFormer

(ICLR'2022)

PoolFormer

(CVPR'2022)

ConvNeXt

(CVPR'2022)

VAN

(ArXiv'2022)

HorNet

(NeurIPS'2022)

MogaNet

(ArXiv'2022)

BAIR Robot Pushing

(CoRL'2017) [download] [config]

Human3.6M

(TPAMI'2014) [download] [config]

KTH Action

(ICPR'2004) [download] [config]

KittiCaltech Pedestrian

(IJRR'2013) [download] [config]

Kinetics-400

(ArXiv'2017) [download] [config]

Moving MNIST

(ICML'2015) [download] [config]

TaxiBJ

(AAAI'2017) [download] [config]

WeatherBench

(ArXiv'2020) [download] [config]

See category
94

Table of Contents

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