# High-level skill selection on MyRMB high-level (test)

Source: [High-level skill selection on MyRMB high-level (test)](<https://www.sota2.com/research/sota/high-level-skill-selection-on-myrmb-high-level-test>)

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

Data updated: 2026-06-11T10:08:04.969Z

Evaluation of model performance on high-level skill selection using the test split of the MyRMB dataset, measured by correlation and error metrics (PLCC, SRCC, KRCC, RMSE).

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 | High-level skill selection |
| Dataset (including any stated split) | MyRMB high-level (test) |
| Metric | PLCC (Pearson Correlation) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [PLCC (Pearson Correlation)](<https://www.sota2.com/research/sota/high-level-skill-selection-on-myrmb-high-level-test.md?metric=PLCC%20(Pearson%20Correlation)>): Higher is better; unit: SCALAR.

- [SRCC (Spearman Correlation)](<https://www.sota2.com/research/sota/high-level-skill-selection-on-myrmb-high-level-test.md?metric=SRCC%20(Spearman%20Correlation)>): Higher is better; unit: SCALAR.

- [KRCC (Kendall Correlation)](<https://www.sota2.com/research/sota/high-level-skill-selection-on-myrmb-high-level-test.md?metric=KRCC%20(Kendall%20Correlation)>): Higher is better; unit: SCALAR.

- [RMSE (Root Mean Square Error)](<https://www.sota2.com/research/sota/high-level-skill-selection-on-myrmb-high-level-test.md?metric=RMSE%20(Root%20Mean%20Square%20Error)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PLCC (Pearson Correlation) | Result date | Report paper |
| --- | --- | --- | --- |
| distortion-resilient robotic imitation learning framework | 0.95 | Not recorded | 6a2a4130d33dfb23e78393d4 |
| CLIPIQA+ | 0.8346 | Not recorded | 6a2a4130d33dfb23e78393d4 |
| SSIM | 0.7529 | Not recorded | 6a2a4130d33dfb23e78393d4 |
| PSNR | 0.7469 | Not recorded | 6a2a4130d33dfb23e78393d4 |
| LPIPS | 0.7392 | Not recorded | 6a2a4130d33dfb23e78393d4 |
| DISTS | 0.703 | Not recorded | 6a2a4130d33dfb23e78393d4 |

### distortion-resilient robotic imitation learning framework

PLCC (Pearson Correlation): 0.95. Result ID: 6a2a88f7fbc373592c284033.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4130d33dfb23e78393d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a4130d33dfb23e78393d4.md>)

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

### CLIPIQA+

PLCC (Pearson Correlation): 0.8346. Result ID: 6a2a88f7fbc373592c284032.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4130d33dfb23e78393d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfd1e209131cea3d39b.md>)

[Implementation](<https://github.com/IceClear/CLIP-IQA>)

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

### SSIM

PLCC (Pearson Correlation): 0.7529. Result ID: 6a2a88f7fbc373592c28402f.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4130d33dfb23e78393d4.md>)

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

### PSNR

PLCC (Pearson Correlation): 0.7469. Result ID: 6a2a88f7fbc373592c28402e.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4130d33dfb23e78393d4.md>)

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

### LPIPS

PLCC (Pearson Correlation): 0.7392. Result ID: 6a2a88f7fbc373592c284030.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4130d33dfb23e78393d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64441e209131cea039ef.md>)

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

### DISTS

PLCC (Pearson Correlation): 0.703. Result ID: 6a2a88f7fbc373592c284031.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4130d33dfb23e78393d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69161e209131cea201e4.md>)

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

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