# Ordinal Regression (Level 0, 1 vs 2, 3) on EdemaSeverity

Source: [Ordinal Regression (Level 0, 1 vs 2, 3) on EdemaSeverity](<https://www.sota2.com/research/sota/ordinal-regression-level-0-1-vs-2-3-on-edemaseverity>)

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

Data updated: 2026-02-26T05:24:29.378Z

Evaluation of model performance on the EdemaSeverity dataset using an Ordinal Regression setup that groups classes into (Level 0, 1) and (Level 2, 3), measured using metrics like AUC.

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 | Ordinal Regression (Level 0, 1 vs 2, 3) |
| Dataset (including any stated split) | EdemaSeverity |
| Metric | AUC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [AUC](<https://www.sota2.com/research/sota/ordinal-regression-level-0-1-vs-2-3-on-edemaseverity.md?metric=AUC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| local-mi | 0.85 | Not recorded | 68fa6b661e209131cea2e0eb |
| local-mi | 0.83 | Not recorded | 68fa6b661e209131cea2e0eb |
| global-mi | 0.81 | Not recorded | 68fa6b661e209131cea2e0eb |
| global-mi | 0.79 | Not recorded | 68fa6b661e209131cea2e0eb |
| global-mi | 0.78 | Not recorded | 68fa6b661e209131cea2e0eb |
| global-mi | 0.77 | Not recorded | 68fa6b661e209131cea2e0eb |
| local-mi | 0.76 | Not recorded | 68fa6b661e209131cea2e0eb |
| local-mi | 0.72 | Not recorded | 68fa6b661e209131cea2e0eb |
| image-only | 0.71 | Not recorded | 68fa6b661e209131cea2e0eb |

### local-mi

AUC: 0.85. Result ID: 698e87a3ffc3901de09e6515.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b661e209131cea2e0eb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b661e209131cea2e0eb.md>)

[Implementation](<https://github.com/RayRuizhiLiao/mutual_info_img_txt>)

Recorded evaluation configuration: {"Re-train Encoder?":"tuned","MI Estimator":"MINE"}. This record does not assert independent reproduction.

### local-mi

AUC: 0.83. Result ID: 698e87a3ffc3901de09e6514.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b661e209131cea2e0eb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b661e209131cea2e0eb.md>)

[Implementation](<https://github.com/RayRuizhiLiao/mutual_info_img_txt>)

Recorded evaluation configuration: {"Re-train Encoder?":"tuned","MI Estimator":"CPC"}. This record does not assert independent reproduction.

### global-mi

AUC: 0.81. Result ID: 698e87a3ffc3901de09e6511.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b661e209131cea2e0eb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b661e209131cea2e0eb.md>)

[Implementation](<https://github.com/RayRuizhiLiao/mutual_info_img_txt>)

Recorded evaluation configuration: {"Re-train Encoder?":"tuned","MI Estimator":"MINE"}. This record does not assert independent reproduction.

### global-mi

AUC: 0.79. Result ID: 698e87a3ffc3901de09e6510.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b661e209131cea2e0eb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b661e209131cea2e0eb.md>)

[Implementation](<https://github.com/RayRuizhiLiao/mutual_info_img_txt>)

Recorded evaluation configuration: {"Re-train Encoder?":"tuned","MI Estimator":"CPC"}. This record does not assert independent reproduction.

### global-mi

AUC: 0.78. Result ID: 698e87a3ffc3901de09e650f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b661e209131cea2e0eb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b661e209131cea2e0eb.md>)

[Implementation](<https://github.com/RayRuizhiLiao/mutual_info_img_txt>)

Recorded evaluation configuration: {"Re-train Encoder?":"frozen","MI Estimator":"MINE"}. This record does not assert independent reproduction.

### global-mi

AUC: 0.77. Result ID: 698e87a3ffc3901de09e650e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b661e209131cea2e0eb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b661e209131cea2e0eb.md>)

[Implementation](<https://github.com/RayRuizhiLiao/mutual_info_img_txt>)

Recorded evaluation configuration: {"Re-train Encoder?":"frozen","MI Estimator":"CPC"}. This record does not assert independent reproduction.

### local-mi

AUC: 0.76. Result ID: 698e87a3ffc3901de09e6513.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b661e209131cea2e0eb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b661e209131cea2e0eb.md>)

[Implementation](<https://github.com/RayRuizhiLiao/mutual_info_img_txt>)

Recorded evaluation configuration: {"Re-train Encoder?":"frozen","MI Estimator":"MINE"}. This record does not assert independent reproduction.

### local-mi

AUC: 0.72. Result ID: 698e87a3ffc3901de09e6512.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b661e209131cea2e0eb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b661e209131cea2e0eb.md>)

[Implementation](<https://github.com/RayRuizhiLiao/mutual_info_img_txt>)

Recorded evaluation configuration: {"Re-train Encoder?":"frozen","MI Estimator":"CPC"}. This record does not assert independent reproduction.

### image-only

AUC: 0.71. Result ID: 698e87a3ffc3901de09e650d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b661e209131cea2e0eb.md>)

Recorded evaluation configuration: {"Re-train Encoder?":"N/A"}. This record does not assert independent reproduction.

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