# Precipitation Nowcasting on SEVIR 100-minute forecasting 1.0 (test)

Source: [Precipitation Nowcasting on SEVIR 100-minute forecasting 1.0 (test)](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-sevir-100-minute-forecasting-1-0-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-05-14T08:55:44.075Z

Evaluation of models performing short-term precipitation nowcasting on the test split of the SEVIR 100-minute forecasting 1.0 configuration, measured using CSI variants (CSI-M, CSI-181, CSI-219), HSS, LPIPS, and SSIM.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Precipitation Nowcasting |
| Dataset (including any stated split) | SEVIR 100-minute forecasting 1.0 (test) |
| Metric | CSI-M |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [CSI-M](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-sevir-100-minute-forecasting-1-0-test.md?metric=CSI-M>): Higher is better; unit: SCALAR.

- [CSI-181](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-sevir-100-minute-forecasting-1-0-test.md?metric=CSI-181>): Higher is better; unit: SCALAR.

- [CSI-219](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-sevir-100-minute-forecasting-1-0-test.md?metric=CSI-219>): Higher is better; unit: SCALAR.

- [HSS](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-sevir-100-minute-forecasting-1-0-test.md?metric=HSS>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-sevir-100-minute-forecasting-1-0-test.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-sevir-100-minute-forecasting-1-0-test.md?metric=SSIM>): Higher is better; unit: SCALAR.

## Recorded results

| Method | CSI-M | Result date | Report paper |
| --- | --- | --- | --- |
| HARECast | 0.3443 | Not recorded | 6a055741dbc836b87d828e88 |
| DuoCast | 0.3375 | Not recorded | 6a055741dbc836b87d828e88 |
| AlphaPre | 0.3259 | Not recorded | 6a055741dbc836b87d828e88 |
| PercpCast | 0.3201 | Not recorded | 6a055741dbc836b87d828e88 |
| FACL | 0.3127 | Not recorded | 6a055741dbc836b87d828e88 |
| SimVP | 0.3108 | Not recorded | 6a055741dbc836b87d828e88 |
| MAU | 0.3076 | Not recorded | 6a055741dbc836b87d828e88 |
| DiffCast | 0.305 | Not recorded | 6a055741dbc836b87d828e88 |
| PhyDNet | 0.3017 | Not recorded | 6a055741dbc836b87d828e88 |
| EarthFarseer | 0.3004 | Not recorded | 6a055741dbc836b87d828e88 |
| ConvGRU | 0.2903 | Not recorded | 6a055741dbc836b87d828e88 |
| Earthformer | 0.2892 | Not recorded | 6a055741dbc836b87d828e88 |
| CasCast | 0.2847 | Not recorded | 6a055741dbc836b87d828e88 |
| NowcastNet | 0.2791 | Not recorded | 6a055741dbc836b87d828e88 |
| FourCastNet | 0.2686 | Not recorded | 6a055741dbc836b87d828e88 |
| PreDiff | 0.2659 | Not recorded | 6a055741dbc836b87d828e88 |
| STRPM | 0.2512 | Not recorded | 6a055741dbc836b87d828e88 |
| MVCD | 0.2148 | Not recorded | 6a055741dbc836b87d828e88 |

### HARECast

CSI-M: 0.3443. Result ID: 6a058da147f34ce924ecb0df.

[Reporting paper](<https://www.sota2.com/research/paper/6a055741dbc836b87d828e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a055741dbc836b87d828e88.md>)

Recorded evaluation configuration: {"Mode":"Unimodal"}. This record does not assert independent reproduction.

### DuoCast

CSI-M: 0.3375. Result ID: 6a058da147f34ce924ecb0de.

[Reporting paper](<https://www.sota2.com/research/paper/6a055741dbc836b87d828e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a8b1e209131cea83cf8.md>)

Recorded evaluation configuration: {"Mode":"Unimodal"}. This record does not assert independent reproduction.

### AlphaPre

CSI-M: 0.3259. Result ID: 6a058da147f34ce924ecb0dc.

[Reporting paper](<https://www.sota2.com/research/paper/6a055741dbc836b87d828e88.md>)

Recorded evaluation configuration: {"Mode":"Unimodal"}. This record does not assert independent reproduction.

### PercpCast

CSI-M: 0.3201. Result ID: 6a058da147f34ce924ecb0dd.

[Reporting paper](<https://www.sota2.com/research/paper/6a055741dbc836b87d828e88.md>)

Recorded evaluation configuration: {"Mode":"Unimodal"}. This record does not assert independent reproduction.

### FACL

CSI-M: 0.3127. Result ID: 6a058da147f34ce924ecb0db.

[Reporting paper](<https://www.sota2.com/research/paper/6a055741dbc836b87d828e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75791e209131cea68346.md>)

[Implementation](<https://github.com/argenycw/FACL>)

Recorded evaluation configuration: {"Mode":"Unimodal"}. This record does not assert independent reproduction.

### SimVP

CSI-M: 0.3108. Result ID: 6a058da147f34ce924ecb0d1.

[Reporting paper](<https://www.sota2.com/research/paper/6a055741dbc836b87d828e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cc71e209131cea35ec0.md>)

Recorded evaluation configuration: {"Mode":"Unimodal"}. This record does not assert independent reproduction.

### MAU

CSI-M: 0.3076. Result ID: 6a058da147f34ce924ecb0d0.

[Reporting paper](<https://www.sota2.com/research/paper/6a055741dbc836b87d828e88.md>)

Recorded evaluation configuration: {"Mode":"Unimodal"}. This record does not assert independent reproduction.

### DiffCast

CSI-M: 0.305. Result ID: 6a058da147f34ce924ecb0d9.

[Reporting paper](<https://www.sota2.com/research/paper/6a055741dbc836b87d828e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b21e209131cea57f74.md>)

Recorded evaluation configuration: {"Mode":"Unimodal"}. This record does not assert independent reproduction.

### PhyDNet

CSI-M: 0.3017. Result ID: 6a058da147f34ce924ecb0d5.

[Reporting paper](<https://www.sota2.com/research/paper/6a055741dbc836b87d828e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67351e209131cea14bff.md>)

[Implementation](<https://github.com/vincent-leguen/PhyDNet>)

Recorded evaluation configuration: {"Mode":"Unimodal"}. This record does not assert independent reproduction.

### EarthFarseer

CSI-M: 0.3004. Result ID: 6a058da147f34ce924ecb0d6.

[Reporting paper](<https://www.sota2.com/research/paper/6a055741dbc836b87d828e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73651e209131cea5c2fb.md>)

Recorded evaluation configuration: {"Mode":"Unimodal"}. This record does not assert independent reproduction.

### ConvGRU

CSI-M: 0.2903. Result ID: 6a058da147f34ce924ecb0ce.

[Reporting paper](<https://www.sota2.com/research/paper/6a055741dbc836b87d828e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63ba1e209131cea006df.md>)

Recorded evaluation configuration: {"Mode":"Unimodal"}. This record does not assert independent reproduction.

### Earthformer

CSI-M: 0.2892. Result ID: 6a058da147f34ce924ecb0d4.

[Reporting paper](<https://www.sota2.com/research/paper/6a055741dbc836b87d828e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb01e209131cea417fe.md>)

Recorded evaluation configuration: {"Mode":"Unimodal"}. This record does not assert independent reproduction.

### CasCast

CSI-M: 0.2847. Result ID: 6a058da147f34ce924ecb0da.

[Reporting paper](<https://www.sota2.com/research/paper/6a055741dbc836b87d828e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72161e209131cea54695.md>)

Recorded evaluation configuration: {"Mode":"Unimodal"}. This record does not assert independent reproduction.

### NowcastNet

CSI-M: 0.2791. Result ID: 6a058da147f34ce924ecb0d7.

[Reporting paper](<https://www.sota2.com/research/paper/6a055741dbc836b87d828e88.md>)

Recorded evaluation configuration: {"Mode":"Unimodal"}. This record does not assert independent reproduction.

### FourCastNet

CSI-M: 0.2686. Result ID: 6a058da147f34ce924ecb0d3.

[Reporting paper](<https://www.sota2.com/research/paper/6a055741dbc836b87d828e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa411f1e209131ce8f86d1.md>)

Recorded evaluation configuration: {"Mode":"Unimodal"}. This record does not assert independent reproduction.

### PreDiff

CSI-M: 0.2659. Result ID: 6a058da147f34ce924ecb0d8.

[Reporting paper](<https://www.sota2.com/research/paper/6a055741dbc836b87d828e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa719f1e209131cea52247.md>)

Recorded evaluation configuration: {"Mode":"Unimodal"}. This record does not assert independent reproduction.

### STRPM

CSI-M: 0.2512. Result ID: 6a058da147f34ce924ecb0d2.

[Reporting paper](<https://www.sota2.com/research/paper/6a055741dbc836b87d828e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c191e209131cea32246.md>)

Recorded evaluation configuration: {"Mode":"Unimodal"}. This record does not assert independent reproduction.

### MVCD

CSI-M: 0.2148. Result ID: 6a058da147f34ce924ecb0cf.

[Reporting paper](<https://www.sota2.com/research/paper/6a055741dbc836b87d828e88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aeca.md>)

[Implementation](<https://github.com/voletiv/mcvd-pytorch>)

Recorded evaluation configuration: {"Mode":"Unimodal"}. This record does not assert independent reproduction.

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