# Spectral Reconstruction on ICVL

Source: [Spectral Reconstruction on ICVL](<https://www.sota2.com/research/sota/spectral-reconstruction-on-icvl>)

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

Data updated: 2026-02-26T05:59:53.105Z

Evaluation of Spectral Reconstruction performance on the ICVL dataset using RMSE, SSIM, and PSNR 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 | Spectral Reconstruction |
| Dataset (including any stated split) | ICVL |
| Metric | RMSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

- [RMSE](<https://www.sota2.com/research/sota/spectral-reconstruction-on-icvl.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/spectral-reconstruction-on-icvl.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [PSNR](<https://www.sota2.com/research/sota/spectral-reconstruction-on-icvl.md?metric=PSNR>): Higher is better; unit: SCALAR.

## Recorded results

| Method | RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| illumination-aware spectral reconstruction network | 3.16 | Not recorded | 68fa69a01e209131cea232cb |
| illumination-aware spectral reconstruction network | 3.28 | Not recorded | 68fa69a01e209131cea232cb |
| JCS | 3.56 | Not recorded | 68fa69a01e209131cea232cb |
| SR | 5.2 | Not recorded | 68fa69a01e209131cea232cb |
| RBF | 7.71 | Not recorded | 68fa69a01e209131cea232cb |

### illumination-aware spectral reconstruction network

RMSE: 3.16. Result ID: 698dc9e68b517eb43323bdea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69a01e209131cea232cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69a01e209131cea232cb.md>)

Recorded evaluation configuration: {"CSS":"Point Grey Grasshopper2 14S5C","Illumination Prediction":"Off"}. This record does not assert independent reproduction.

### illumination-aware spectral reconstruction network

RMSE: 3.28. Result ID: 698dc9e68b517eb43323bdeb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69a01e209131cea232cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69a01e209131cea232cb.md>)

Recorded evaluation configuration: {"CSS":"Point Grey Grasshopper2 14S5C","Illumination Prediction":"On"}. This record does not assert independent reproduction.

### JCS

RMSE: 3.56. Result ID: 698dc9e68b517eb43323bde9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69a01e209131cea232cb.md>)

Recorded evaluation configuration: {"CSS":"Point Grey Grasshopper2 14S5C"}. This record does not assert independent reproduction.

### SR

RMSE: 5.2. Result ID: 698dc9e68b517eb43323bde8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69a01e209131cea232cb.md>)

Recorded evaluation configuration: {"CSS":"Point Grey Grasshopper2 14S5C"}. This record does not assert independent reproduction.

### RBF

RMSE: 7.71. Result ID: 698dc9e68b517eb43323bde7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69a01e209131cea232cb.md>)

Recorded evaluation configuration: {"CSS":"Point Grey Grasshopper2 14S5C"}. This record does not assert independent reproduction.

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