# Severity Scoring (Lung Opacity) on RALO (test)

Source: [Severity Scoring (Lung Opacity) on RALO (test)](<https://www.sota2.com/research/sota/severity-scoring-lung-opacity-on-ralo-test>)

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

Data updated: 2026-07-08T07:51:31.533Z

Evaluation of model performance for Severity Scoring (Lung Opacity) using the test split of the RALO dataset, reporting MAE and PC.

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 | Severity Scoring (Lung Opacity) |
| Dataset (including any stated split) | RALO (test) |
| Metric | MAE |
| 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

- [MAE](<https://www.sota2.com/research/sota/severity-scoring-lung-opacity-on-ralo-test.md?metric=MAE>): Lower is better; unit: SCALAR.

- [PC](<https://www.sota2.com/research/sota/severity-scoring-lung-opacity-on-ralo-test.md?metric=PC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| TMF-RSE | 0.31 | Not recorded | 6a4dd9d44da6617fe9198da2 |
| PViTGAtt-IP | 0.322 | Not recorded | 6a4dd9d44da6617fe9198da2 |
| QCross-Att-PVT | 0.337 | Not recorded | 6a4dd9d44da6617fe9198da2 |
| MViTReg-IP | 0.462 | Not recorded | 6a4dd9d44da6617fe9198da2 |
| ViTReg-IP | 0.51 | Not recorded | 6a4dd9d44da6617fe9198da2 |

### TMF-RSE

MAE: 0.31. Result ID: 6a4e017460b88bb339d78673.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d44da6617fe9198da2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4dd9d44da6617fe9198da2.md>)

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

### PViTGAtt-IP

MAE: 0.322. Result ID: 6a4e017460b88bb339d78672.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d44da6617fe9198da2.md>)

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

### QCross-Att-PVT

MAE: 0.337. Result ID: 6a4e017460b88bb339d78671.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d44da6617fe9198da2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bed1e209131cea8b597.md>)

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

### MViTReg-IP

MAE: 0.462. Result ID: 6a4e017460b88bb339d78670.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d44da6617fe9198da2.md>)

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

### ViTReg-IP

MAE: 0.51. Result ID: 6a4e017460b88bb339d7866f.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9d44da6617fe9198da2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa755f1e209131cea6796e.md>)

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

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