# Precipitation nowcasting on Radar Echo dataset (test)

Source: [Precipitation nowcasting on Radar Echo dataset (test)](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-radar-echo-dataset-test>)

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

Data updated: 2026-02-26T05:38:50.941Z

Evaluation of models performing precipitation nowcasting on the test split of the Radar Echo dataset, measured using metrics like Rainfall-MSE, CSI, FAR, POD, and Correlation.

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) | Radar Echo dataset (test) |
| Metric | CSI@30 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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@30](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-radar-echo-dataset-test.md?metric=CSI%4030>): Higher is better; unit: PERCENT.

- [Rainfall MSE](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-radar-echo-dataset-test.md?metric=Rainfall%20MSE>): Lower is better; unit: SCALAR.

- [CSI](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-radar-echo-dataset-test.md?metric=CSI>): Higher is better; unit: PERCENT.

- [FAR](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-radar-echo-dataset-test.md?metric=FAR>): Lower is better; unit: PERCENT.

- [POD](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-radar-echo-dataset-test.md?metric=POD>): Higher is better; unit: PERCENT.

- [Correlation](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-radar-echo-dataset-test.md?metric=Correlation>): Higher is better; unit: SCALAR.

- [CLL](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-radar-echo-dataset-test.md?metric=CLL>): Lower is better; unit: SCALAR.

- [CSI@40](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-radar-echo-dataset-test.md?metric=CSI%4040>): Higher is better; unit: PERCENT.

- [CSI@50](<https://www.sota2.com/research/sota/precipitation-nowcasting-on-radar-echo-dataset-test.md?metric=CSI%4050>): Higher is better; unit: PERCENT.

## Recorded results

| Method | CSI@30 | Result date | Report paper |
| --- | --- | --- | --- |
| MIM + MotionRNN | 43.1 | Not recorded | 68fa6a5a1e209131cea27a59 |
| MIM | 42.9 | Not recorded | 68fa6a5a1e209131cea27a59 |
| PredRNN + MotionRNN | 42.4 | Not recorded | 68fa6a5a1e209131cea27a59 |
| ConvLSTM + MotionRNN | 41.1 | Not recorded | 68fa6a5a1e209131cea27a59 |
| PredRNN | 40.1 | Not recorded | 68fa6a5a1e209131cea27a59 |
| ConvLSTM | 38.5 | Not recorded | 68fa6a5a1e209131cea27a59 |
| E3D-LSTM + MotionRNN | 37.9 | Not recorded | 68fa6a5a1e209131cea27a59 |
| E3D-LSTM | 35 | Not recorded | 68fa6a5a1e209131cea27a59 |
| TrajGRU | 25.1 | Not recorded | 68fa6a5a1e209131cea27a59 |

### MIM + MotionRNN

CSI@30: 43.1. Result ID: 698e2dfeffc3901de09b727c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a5a1e209131cea27a59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5a1e209131cea27a59.md>)

Recorded evaluation configuration: {"backbone":"MIM","MotionRNN":"enabled"}. This record does not assert independent reproduction.

### MIM

CSI@30: 42.9. Result ID: 698e2dfeffc3901de09b727b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a5a1e209131cea27a59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65ab1e209131cea0bd12.md>)

[Implementation](<https://github.com/Yunbo426/MIM>)

Recorded evaluation configuration: {"backbone":"MIM"}. This record does not assert independent reproduction.

### PredRNN + MotionRNN

CSI@30: 42.4. Result ID: 698e2dfeffc3901de09b727a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a5a1e209131cea27a59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5a1e209131cea27a59.md>)

Recorded evaluation configuration: {"backbone":"PredRNN","MotionRNN":"enabled"}. This record does not assert independent reproduction.

### ConvLSTM + MotionRNN

CSI@30: 41.1. Result ID: 698e2dfeffc3901de09b7278.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a5a1e209131cea27a59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5a1e209131cea27a59.md>)

Recorded evaluation configuration: {"backbone":"ConvLSTM","MotionRNN":"enabled"}. This record does not assert independent reproduction.

### PredRNN

CSI@30: 40.1. Result ID: 698e2dfeffc3901de09b7279.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a5a1e209131cea27a59.md>)

Recorded evaluation configuration: {"backbone":"PredRNN"}. This record does not assert independent reproduction.

### ConvLSTM

CSI@30: 38.5. Result ID: 698e2dfeffc3901de09b7277.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a5a1e209131cea27a59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62181e209131ce9f78df.md>)

Recorded evaluation configuration: {"backbone":"ConvLSTM"}. This record does not assert independent reproduction.

### E3D-LSTM + MotionRNN

CSI@30: 37.9. Result ID: 698e2dfeffc3901de09b7276.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a5a1e209131cea27a59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5a1e209131cea27a59.md>)

Recorded evaluation configuration: {"backbone":"E3D-LSTM","MotionRNN":"enabled"}. This record does not assert independent reproduction.

### E3D-LSTM

CSI@30: 35. Result ID: 698e2dfeffc3901de09b7275.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a5a1e209131cea27a59.md>)

Recorded evaluation configuration: {"backbone":"E3D-LSTM"}. This record does not assert independent reproduction.

### TrajGRU

CSI@30: 25.1. Result ID: 698e2dfeffc3901de09b7274.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a5a1e209131cea27a59.md>)

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

Recorded evaluation configuration: {"backbone":"TrajGRU"}. This record does not assert independent reproduction.

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