# Precipitation Nowcasting on SEVIR (CSI 4/16/M/219 & LPIPS)

Source: [Precipitation Nowcasting on SEVIR (CSI 4/16/M/219 & LPIPS)](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-sevir-csi-4-16-m-219-and-lpips>)

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

Data updated: 2026-05-14T08:55:44.140Z

Evaluation of models performing precipitation nowcasting on the SEVIR dataset, focusing on CSI thresholds M, 4, 16, and 219, alongside HSS and LPIPS metrics.

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 |
| Metric | CSI (M) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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-csi-4-16-m-219-and-lpips.md?metric=CSI%20(M)>): Higher is better; unit: SCALAR.

- [CSI (4)](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-sevir-csi-4-16-m-219-and-lpips.md?metric=CSI%20(4)>): Higher is better; unit: SCALAR.

- [CSI (16)](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-sevir-csi-4-16-m-219-and-lpips.md?metric=CSI%20(16)>): Higher is better; unit: SCALAR.

- [CSI (219)](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-sevir-csi-4-16-m-219-and-lpips.md?metric=CSI%20(219)>): Higher is better; unit: SCALAR.

- [HSS (Heidke Skill Score)](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-sevir-csi-4-16-m-219-and-lpips.md?metric=HSS%20(Heidke%20Skill%20Score)>): Higher is better; unit: SCALAR.

- [LPIPS (Perceptual Similarity)](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-sevir-csi-4-16-m-219-and-lpips.md?metric=LPIPS%20(Perceptual%20Similarity)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | CSI (M) | Result date | Report paper |
| --- | --- | --- | --- |
| HARECast | 0.254 | Not recorded | 6a055741dbc836b87d828e88 |
| PiMMNet | 0.238 | Not recorded | 6a055741dbc836b87d828e88 |
| STJointNet | 0.213 | Not recorded | 6a055741dbc836b87d828e88 |
| Rain-F | 0.201 | Not recorded | 6a055741dbc836b87d828e88 |

### HARECast

CSI (M): 0.254. Result ID: 6a058da147f34ce924ecb106.

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

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

Recorded evaluation configuration: {"Modality":"Multimodal","Forecast Horizon":"180-minute"}. This record does not assert independent reproduction.

### PiMMNet

CSI (M): 0.238. Result ID: 6a058da147f34ce924ecb105.

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

Recorded evaluation configuration: {"Modality":"Multimodal","Forecast Horizon":"180-minute"}. This record does not assert independent reproduction.

### STJointNet

CSI (M): 0.213. Result ID: 6a058da147f34ce924ecb104.

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

Recorded evaluation configuration: {"Modality":"Multimodal","Forecast Horizon":"180-minute"}. This record does not assert independent reproduction.

### Rain-F

CSI (M): 0.201. Result ID: 6a058da147f34ce924ecb103.

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

Recorded evaluation configuration: {"Modality":"Multimodal","Forecast Horizon":"180-minute"}. This record does not assert independent reproduction.

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