# Image Reconstruction on Lion image RFT

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

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

Data updated: 2026-02-26T05:55:53.861Z

Evaluation of image reconstruction models on the Lion image RFT 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 RFT |
| 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-rft.md?metric=PSNR>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| Communicated MINT | 20.19 | Not recorded | 68fa71401e209131cea501a5 |
| Vanilla MINT | 17.76 | Not recorded | 68fa71401e209131cea501a5 |
| Communicated MINT | 17.58 | Not recorded | 68fa71401e209131cea501a5 |
| Communicated MINT | 15.39 | Not recorded | 68fa71401e209131cea501a5 |
| Vanilla MINT | 15.19 | Not recorded | 68fa71401e209131cea501a5 |
| Communicated MINT | 13.2 | Not recorded | 68fa71401e209131cea501a5 |
| Vanilla MINT | 13.03 | Not recorded | 68fa71401e209131cea501a5 |
| Single-learner teaching | 11.75 | Not recorded | 68fa71401e209131cea501a5 |
| Communicated MINT | 11.46 | Not recorded | 68fa71401e209131cea501a5 |
| Single-learner teaching | 10.89 | Not recorded | 68fa71401e209131cea501a5 |
| Vanilla MINT | 10.88 | Not recorded | 68fa71401e209131cea501a5 |
| Single-learner teaching | 10.17 | Not recorded | 68fa71401e209131cea501a5 |
| Single-learner teaching | 9.45 | Not recorded | 68fa71401e209131cea501a5 |
| Vanilla MINT | 9.16 | Not recorded | 68fa71401e209131cea501a5 |
| Single-learner teaching | 8.87 | 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: 20.19. Result ID: 6991c03f3a6c3148490a56b3.

[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":"210,000"}. This record does not assert independent reproduction.

### Vanilla MINT

PSNR: 17.76. Result ID: 6991c03f3a6c3148490a56ad.

[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":"210,000"}. This record does not assert independent reproduction.

### Communicated MINT

PSNR: 17.58. Result ID: 6991c03f3a6c3148490a56b2.

[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":"150,000"}. This record does not assert independent reproduction.

### Communicated MINT

PSNR: 15.39. Result ID: 6991c03f3a6c3148490a56b1.

[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":"100,000"}. This record does not assert independent reproduction.

### Vanilla MINT

PSNR: 15.19. Result ID: 6991c03f3a6c3148490a56ac.

[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":"150,000"}. This record does not assert independent reproduction.

### Communicated MINT

PSNR: 13.2. Result ID: 6991c03f3a6c3148490a56b0.

[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":"50,000"}. This record does not assert independent reproduction.

### Vanilla MINT

PSNR: 13.03. Result ID: 6991c03f3a6c3148490a56ab.

[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":"100,000"}. This record does not assert independent reproduction.

### Single-learner teaching

PSNR: 11.75. Result ID: 6991c03f3a6c3148490a56a7.

[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":"210,000"}. This record does not assert independent reproduction.

### Communicated MINT

PSNR: 11.46. Result ID: 6991c03f3a6c3148490a56af.

[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":"10,000"}. This record does not assert independent reproduction.

### Single-learner teaching

PSNR: 10.89. Result ID: 6991c03f3a6c3148490a56a6.

[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":"150,000"}. This record does not assert independent reproduction.

### Vanilla MINT

PSNR: 10.88. Result ID: 6991c03f3a6c3148490a56aa.

[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":"50,000"}. This record does not assert independent reproduction.

### Single-learner teaching

PSNR: 10.17. Result ID: 6991c03f3a6c3148490a56a5.

[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":"100,000"}. This record does not assert independent reproduction.

### Single-learner teaching

PSNR: 9.45. Result ID: 6991c03f3a6c3148490a56a4.

[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":"50,000"}. This record does not assert independent reproduction.

### Vanilla MINT

PSNR: 9.16. Result ID: 6991c03f3a6c3148490a56a9.

[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":"10,000"}. This record does not assert independent reproduction.

### Single-learner teaching

PSNR: 8.87. Result ID: 6991c03f3a6c3148490a56a3.

[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":"10,000"}. This record does not assert independent reproduction.

### Single-learner teaching

PSNR: 8.73. Result ID: 6991c03f3a6c3148490a56a2.

[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: 6991c03f3a6c3148490a56a8.

[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: 6991c03f3a6c3148490a56ae.

[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.
