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

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

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

Data updated: 2026-02-26T05:25:21.494Z

Evaluation of model performance on the Ordinal Regression task using the EdemaSeverity dataset, focusing on distinguishing Level 0 from Levels 1, 2, and 3, measured using 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 vs 1, 2, 3) |
| Dataset (including any stated split) | EdemaSeverity |
| Metric | AUC (L0 vs Rest) |
| Unit | PERCENT |
| 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

- [AUC (L0 vs Rest)](<https://www.sota2.com/research/sota/ordinal-regression-level-0-vs-1-2-3-on-edemaseverity.md?metric=AUC%20(L0%20vs%20Rest)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC (L0 vs Rest) | Result date | Report paper |
| --- | --- | --- | --- |
| local-mi | 97 | Not recorded | 68fa6b661e209131cea2e0eb |
| global-mi | 93 | Not recorded | 68fa6b661e209131cea2e0eb |
| global-mi | 93 | Not recorded | 68fa6b661e209131cea2e0eb |
| global-mi | 93 | Not recorded | 68fa6b661e209131cea2e0eb |
| local-mi | 93 | Not recorded | 68fa6b661e209131cea2e0eb |
| image-only | 90 | Not recorded | 68fa6b661e209131cea2e0eb |
| global-mi | 89 | Not recorded | 68fa6b661e209131cea2e0eb |
| local-mi | 87 | Not recorded | 68fa6b661e209131cea2e0eb |
| local-mi | 86 | Not recorded | 68fa6b661e209131cea2e0eb |
| global-mi | 83 | Not recorded | 68fa6b661e209131cea2e0eb |
| local-mi | 83 | Not recorded | 68fa6b661e209131cea2e0eb |
| global-mi | 82 | Not recorded | 68fa6b661e209131cea2e0eb |
| global-mi | 81 | Not recorded | 68fa6b661e209131cea2e0eb |
| global-mi | 81 | Not recorded | 68fa6b661e209131cea2e0eb |
| image-only | 80 | Not recorded | 68fa6b661e209131cea2e0eb |
| local-mi | 77 | Not recorded | 68fa6b661e209131cea2e0eb |
| local-mi | 76 | Not recorded | 68fa6b661e209131cea2e0eb |
| local-mi | 75 | Not recorded | 68fa6b661e209131cea2e0eb |

### local-mi

AUC (L0 vs Rest): 97. Result ID: 698e87a3ffc3901de09e651d.

[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 (L0 vs Rest): 93. Result ID: 698e87a3ffc3901de09e6517.

[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.

### global-mi

AUC (L0 vs Rest): 93. Result ID: 698e87a3ffc3901de09e6519.

[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 (L0 vs Rest): 93. Result ID: 698e87a3ffc3901de09e651a.

[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 (L0 vs Rest): 93. Result ID: 698e87a3ffc3901de09e651e.

[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.

### image-only

AUC (L0 vs Rest): 90. Result ID: 698e87a3ffc3901de09e6516.

[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.

### global-mi

AUC (L0 vs Rest): 89. Result ID: 698e87a3ffc3901de09e6518.

[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 (L0 vs Rest): 87. Result ID: 698e87a3ffc3901de09e650b.

[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.

### local-mi

AUC (L0 vs Rest): 86. Result ID: 698e87a3ffc3901de09e651c.

[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 (L0 vs Rest): 83. Result ID: 698e87a3ffc3901de09e6506.

[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 (L0 vs Rest): 83. Result ID: 698e87a3ffc3901de09e650c.

[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 (L0 vs Rest): 82. Result ID: 698e87a3ffc3901de09e6508.

[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 (L0 vs Rest): 81. Result ID: 698e87a3ffc3901de09e6505.

[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.

### global-mi

AUC (L0 vs Rest): 81. Result ID: 698e87a3ffc3901de09e6507.

[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.

### image-only

AUC (L0 vs Rest): 80. Result ID: 698e87a3ffc3901de09e6504.

[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.

### local-mi

AUC (L0 vs Rest): 77. Result ID: 698e87a3ffc3901de09e6509.

[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 (L0 vs Rest): 76. Result ID: 698e87a3ffc3901de09e650a.

[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 (L0 vs Rest): 75. Result ID: 698e87a3ffc3901de09e651b.

[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.

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