Datasets › SEVIR
SEVIR (Storm EVent ImagRy)
SEVIR is an annotated, curated and spatio-temporally aligned dataset containing over 10,000 weather events that each consist of 384 km x 384 km image sequences spanning 4 hours of time. Images in SEVIR were sampled and aligned across five different data types: three channels (C02, C09, C13) from the GOES-16 advanced baseline imager, NEXRAD vertically integrated liquid mosaics, and GOES-16 Geostationary Lightning Mapper (GLM) flashes. Many events in SEVIR were selected and matched to the NOAA Storm Events database so that additional descriptive information such as storm impacts and storm descriptions can be linked to the rich imagery provided by the sensors.
Source: https://proceedings.neurips.cc//paper/2020/file/fa78a16157fed00d7a80515818432169-Paper.pdf
Benchmarks archive 2025-07-28
All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Weather Forecasting | SEVIR | IAM4VP MSE 2.9371 | Implicit Stacked Autoregressive Model for Video Prediction | seominseok0429/Implicit-Stacked-Autoregressive-Model-for-Video-Prediction | 8 | Compare |
| Precipitation Forecasting | SEVIR | PreDiff CSI-pool16 0.6244 | PreDiff: Precipitation Nowcasting with Latent Diffusion Models | gaozhihan/PreDiff | 1 | Compare |
Papers archive 2025-07-28
8 shown of 8 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 33. The Syntology column is from Syntology's graph (read 2026-09-25), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| PreDiff: Precipitation Nowcasting with Latent Diffusion Models | 1 | 1 | 19 Jul 2023 | ran 9 of 12 samples (3 unverified) |
| Implicit Stacked Autoregressive Model for Video Prediction | 1 | 1 | 14 Mar 2023 | not harvested |
| Earthformer: Exploring Space-Time Transformers for Earth System Forecasting | 2 | 2 | 12 Jul 2022 | ran 10 of 11 samples (1 unverified) |
| Rainformer: Features Extraction Balanced Network for Radar-Based Precipitation Nowcasting | 0 | 1 | 28 Mar 2022 | not harvested |
| PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning | 3 | 1 | 17 Mar 2021 | not harvested |
| SEVIR : A Storm Event Imagery Dataset for Deep Learning Applications in Radar and Satellite Meteorology | 2 | 1 | 1 Dec 2020 | not harvested |
| Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction | 3 | 1 | 3 Mar 2020 | ran 0 of 1 samples (1 unverified) |
| Eidetic 3D LSTM: A Model for Video Prediction and Beyond | 3 | 1 | 1 May 2019 | not harvested |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- SEVIR
1 variant name, as the archive lists them.
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