Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/Earthformer

Earthformer

Reported on 6 benchmarks across 3 tasks · 1 paper · 6 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision2 results

VideoonEarthNet2021 IID Track
EarthNetScore· 2022-07-12
0.3425
SOTA
Earthformer: Exploring Space-Time Transformers for Earth System Forecasting arXiv:2207.05833
VideoonEarthNet2021 OOD Track
EarthNetScore· 2022-07-12
0.3252
SOTA
Earthformer: Exploring Space-Time Transformers for Earth System Forecasting arXiv:2207.05833

Time Series2 results

Video PredictiononEarthNet2021 IID Track
EarthNetScore· 2022-07-12
0.3425
SOTA
Earthformer: Exploring Space-Time Transformers for Earth System Forecasting arXiv:2207.05833
Video PredictiononEarthNet2021 OOD Track
EarthNetScore· 2022-07-12
0.3252
SOTA
Earthformer: Exploring Space-Time Transformers for Earth System Forecasting arXiv:2207.05833

Miscellaneous2 results

Weather ForecastingonSEVIR
MSE· 2022-07-12
3.6957
best: 2.9371 (IAM4VP)
SOTA
Earthformer: Exploring Space-Time Transformers for Earth System Forecasting arXiv:2207.05833
Weather ForecastingonSEVIR
mCSI· 2022-07-12
0.4419
best: 0.4607 (IAM4VP)
SOTA
Earthformer: Exploring Space-Time Transformers for Earth System Forecasting arXiv:2207.05833