# Image Reconstruction on Lion Image RGB (train)

Source: [Image Reconstruction on Lion Image RGB (train)](<https://www.sota2.com/research/sota/image-reconstruction-on-lion-image-rgb-train>)

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

Data updated: 2026-02-26T05:55:53.893Z

Evaluation of image reconstruction models using the training split of the Lion Image RGB dataset, measured by PSNR.

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 | Image Reconstruction |
| Dataset (including any stated split) | Lion Image RGB (train) |
| Metric | PSNR |
| 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

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

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| Communicated MINT | 24.58 | Not recorded | 68fa71401e209131cea501a5 |
| Vanilla MINT | 22 | Not recorded | 68fa71401e209131cea501a5 |
| Communicated MINT | 21.5 | Not recorded | 68fa71401e209131cea501a5 |
| Vanilla MINT | 18.98 | Not recorded | 68fa71401e209131cea501a5 |
| Communicated MINT | 18.74 | Not recorded | 68fa71401e209131cea501a5 |
| Vanilla MINT | 16.27 | Not recorded | 68fa71401e209131cea501a5 |
| Communicated MINT | 15.62 | Not recorded | 68fa71401e209131cea501a5 |
| Single-learner teaching | 14.49 | Not recorded | 68fa71401e209131cea501a5 |
| Vanilla MINT | 13.19 | Not recorded | 68fa71401e209131cea501a5 |
| Single-learner teaching | 12.99 | Not recorded | 68fa71401e209131cea501a5 |
| Communicated MINT | 12.38 | Not recorded | 68fa71401e209131cea501a5 |
| Single-learner teaching | 11.66 | Not recorded | 68fa71401e209131cea501a5 |
| Single-learner teaching | 10.23 | Not recorded | 68fa71401e209131cea501a5 |
| Vanilla MINT | 10.01 | Not recorded | 68fa71401e209131cea501a5 |
| Single-learner teaching | 9.16 | Not recorded | 68fa71401e209131cea501a5 |
| Single-learner teaching | 8.73 | Not recorded | 68fa71401e209131cea501a5 |
| Vanilla MINT | 8.73 | Not recorded | 68fa71401e209131cea501a5 |
| Communicated MINT | 8.73 | Not recorded | 68fa71401e209131cea501a5 |

### Communicated MINT

PSNR: 24.58. Result ID: 6991c03f3a6c3148490a56d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Implementation](<https://github.com/chen2hang/MINT_NonparametricTeaching>)

Recorded evaluation configuration: {"Iterations":210000}. This record does not assert independent reproduction.

### Vanilla MINT

PSNR: 22. Result ID: 6991c03f3a6c3148490a56d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Implementation](<https://github.com/chen2hang/MINT_NonparametricTeaching>)

Recorded evaluation configuration: {"Iterations":210000}. This record does not assert independent reproduction.

### Communicated MINT

PSNR: 21.5. Result ID: 6991c03f3a6c3148490a56d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Implementation](<https://github.com/chen2hang/MINT_NonparametricTeaching>)

Recorded evaluation configuration: {"Iterations":150000}. This record does not assert independent reproduction.

### Vanilla MINT

PSNR: 18.98. Result ID: 6991c03f3a6c3148490a56d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Implementation](<https://github.com/chen2hang/MINT_NonparametricTeaching>)

Recorded evaluation configuration: {"Iterations":150000}. This record does not assert independent reproduction.

### Communicated MINT

PSNR: 18.74. Result ID: 6991c03f3a6c3148490a56d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Implementation](<https://github.com/chen2hang/MINT_NonparametricTeaching>)

Recorded evaluation configuration: {"Iterations":100000}. This record does not assert independent reproduction.

### Vanilla MINT

PSNR: 16.27. Result ID: 6991c03f3a6c3148490a56cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Implementation](<https://github.com/chen2hang/MINT_NonparametricTeaching>)

Recorded evaluation configuration: {"Iterations":100000}. This record does not assert independent reproduction.

### Communicated MINT

PSNR: 15.62. Result ID: 6991c03f3a6c3148490a56d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Implementation](<https://github.com/chen2hang/MINT_NonparametricTeaching>)

Recorded evaluation configuration: {"Iterations":50000}. This record does not assert independent reproduction.

### Single-learner teaching

PSNR: 14.49. Result ID: 6991c03f3a6c3148490a56cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fa21e209131cea46d10.md>)

Recorded evaluation configuration: {"Iterations":210000}. This record does not assert independent reproduction.

### Vanilla MINT

PSNR: 13.19. Result ID: 6991c03f3a6c3148490a56ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Implementation](<https://github.com/chen2hang/MINT_NonparametricTeaching>)

Recorded evaluation configuration: {"Iterations":50000}. This record does not assert independent reproduction.

### Single-learner teaching

PSNR: 12.99. Result ID: 6991c03f3a6c3148490a56ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fa21e209131cea46d10.md>)

Recorded evaluation configuration: {"Iterations":150000}. This record does not assert independent reproduction.

### Communicated MINT

PSNR: 12.38. Result ID: 6991c03f3a6c3148490a56d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Implementation](<https://github.com/chen2hang/MINT_NonparametricTeaching>)

Recorded evaluation configuration: {"Iterations":10000}. This record does not assert independent reproduction.

### Single-learner teaching

PSNR: 11.66. Result ID: 6991c03f3a6c3148490a56c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fa21e209131cea46d10.md>)

Recorded evaluation configuration: {"Iterations":100000}. This record does not assert independent reproduction.

### Single-learner teaching

PSNR: 10.23. Result ID: 6991c03f3a6c3148490a56c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fa21e209131cea46d10.md>)

Recorded evaluation configuration: {"Iterations":50000}. This record does not assert independent reproduction.

### Vanilla MINT

PSNR: 10.01. Result ID: 6991c03f3a6c3148490a56cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Implementation](<https://github.com/chen2hang/MINT_NonparametricTeaching>)

Recorded evaluation configuration: {"Iterations":10000}. This record does not assert independent reproduction.

### Single-learner teaching

PSNR: 9.16. Result ID: 6991c03f3a6c3148490a56c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fa21e209131cea46d10.md>)

Recorded evaluation configuration: {"Iterations":10000}. This record does not assert independent reproduction.

### Single-learner teaching

PSNR: 8.73. Result ID: 6991c03f3a6c3148490a56c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fa21e209131cea46d10.md>)

Recorded evaluation configuration: {"Iterations":0}. This record does not assert independent reproduction.

### Vanilla MINT

PSNR: 8.73. Result ID: 6991c03f3a6c3148490a56cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Implementation](<https://github.com/chen2hang/MINT_NonparametricTeaching>)

Recorded evaluation configuration: {"Iterations":0}. This record does not assert independent reproduction.

### Communicated MINT

PSNR: 8.73. Result ID: 6991c03f3a6c3148490a56d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71401e209131cea501a5.md>)

[Implementation](<https://github.com/chen2hang/MINT_NonparametricTeaching>)

Recorded evaluation configuration: {"Iterations":0}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
