# CSI Recovery on WiGesture

Source: [CSI Recovery on WiGesture](<https://www.sota2.com/research/sota/csi-recovery-on-wigesture>)

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

Data updated: 2026-02-26T05:50:50.479Z

Evaluation of Channel State Information (CSI) Recovery performance on the WiGesture dataset, reporting regression metrics (MSE, MAE, SMAPE, MAPE) and operational metrics like FSS and Time Cost.

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 | CSI Recovery |
| Dataset (including any stated split) | WiGesture |
| Metric | MSE |
| Unit | SCALAR |
| Direction | Lower 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

- [MSE](<https://www.sota2.com/research/sota/csi-recovery-on-wigesture.md?metric=MSE>): Lower is better; unit: SCALAR.

- [MAE](<https://www.sota2.com/research/sota/csi-recovery-on-wigesture.md?metric=MAE>): Lower is better; unit: SCALAR.

- [SMAPE](<https://www.sota2.com/research/sota/csi-recovery-on-wigesture.md?metric=SMAPE>): Lower is better; unit: SCALAR.

- [MAPE](<https://www.sota2.com/research/sota/csi-recovery-on-wigesture.md?metric=MAPE>): Lower is better; unit: SCALAR.

- [FSS (Recovery Success Rate)](<https://www.sota2.com/research/sota/csi-recovery-on-wigesture.md?metric=FSS%20(Recovery%20Success%20Rate)>): Higher is better; unit: PERCENT.

- [Time Cost (min)](<https://www.sota2.com/research/sota/csi-recovery-on-wigesture.md?metric=Time%20Cost%20(min)>): Lower is better; unit: TIME.

## Recorded results

| Method | MSE | Result date | Report paper |
| --- | --- | --- | --- |
| CSI-BERT | 1.7326 | Not recorded | 68fa76161e209131cea6b541 |
| IDW | 2.4306 | Not recorded | 68fa76161e209131cea6b541 |
| Linear Interpolation | 2.8294 | Not recorded | 68fa76161e209131cea6b541 |
| Ordinary Kringing | 3.6067 | Not recorded | 68fa76161e209131cea6b541 |

### CSI-BERT

MSE: 1.7326. Result ID: 699424df3a6c3148491b5d31.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76161e209131cea6b541.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76161e209131cea6b541.md>)

[Implementation](<https://github.com/RS2002/CSI-BERT>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### IDW

MSE: 2.4306. Result ID: 699424df3a6c3148491b5d34.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76161e209131cea6b541.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Linear Interpolation

MSE: 2.8294. Result ID: 699424df3a6c3148491b5d32.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76161e209131cea6b541.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Ordinary Kringing

MSE: 3.6067. Result ID: 699424df3a6c3148491b5d33.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76161e209131cea6b541.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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