# Semi-Supervised Domain Generalization Image Classification on Retina (test)

Source: [Semi-Supervised Domain Generalization Image Classification on Retina (test)](<https://www.sota2.com/research/sota/semi-supervised-domain-generalization-image-classification-on-retina-test>)

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

Data updated: 2026-03-10T13:12:31.796Z

Evaluation of Semi-Supervised Domain Generalization performance for Image Classification on the test split of the Retina dataset, typically reporting Average Accuracy.

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 | Semi-Supervised Domain Generalization Image Classification |
| Dataset (including any stated split) | Retina (test) |
| Metric | Average Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 36 of 36 |
| 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

- [Average Accuracy](<https://www.sota2.com/research/sota/semi-supervised-domain-generalization-image-classification-on-retina-test.md?metric=Average%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FixMatch + IMaX | 40.2 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FreeMatch + IMaX | 38.7 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FixMatch + IMaX | 38.4 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| StyleMatch + IMaX | 38.4 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FreeMatch + IMaX | 37 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FreeMatch | 36 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| StyleMatch + IMaX | 36 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| StyleMatch + IMaX | 35.6 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| StyleMatch | 34.6 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FixMatch | 34.4 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FreeMatch | 34 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| StyleMatch + IMaX | 33.7 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FreeMatch + IMaX | 33.5 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FixMatch + IMaX | 33.2 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FixMatch + IMaX | 32.3 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FreeMatch | 32.3 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| StyleMatch | 32.1 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FixMatch | 32 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| StyleMatch + IMaX | 32 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FixMatch + IMaX | 31.8 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| StyleMatch | 31.8 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FixMatch | 31.4 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FixMatch | 31.4 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| StyleMatch + IMaX | 31.3 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FreeMatch + IMaX | 31.1 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| StyleMatch | 30.9 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FreeMatch + IMaX | 30.8 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FreeMatch | 30.6 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FreeMatch | 30.1 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| StyleMatch | 30 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FreeMatch + IMaX | 29.8 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FixMatch + IMaX | 29.5 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FixMatch | 28.8 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FreeMatch | 27.9 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| StyleMatch | 27.5 | Not recorded | 69afa5bf2d603e6de3e43f32 |
| FixMatch | 26.1 | Not recorded | 69afa5bf2d603e6de3e43f32 |

### FixMatch + IMaX

Average Accuracy: 40.2. Result ID: 69b018a86dbb7075b95a2d16.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

Recorded evaluation configuration: {"Framework":"Baseline","mL":"10"}. This record does not assert independent reproduction.

### FreeMatch + IMaX

Average Accuracy: 38.7. Result ID: 69b018a86dbb7075b95a2d18.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

Recorded evaluation configuration: {"Framework":"Baseline","mL":"5"}. This record does not assert independent reproduction.

### FixMatch + IMaX

Average Accuracy: 38.4. Result ID: 69b018a86dbb7075b95a2d14.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

Recorded evaluation configuration: {"Framework":"Baseline","mL":"5"}. This record does not assert independent reproduction.

### StyleMatch + IMaX

Average Accuracy: 38.4. Result ID: 69b018a86dbb7075b95a2d1e.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

Recorded evaluation configuration: {"Framework":"Baseline","mL":"10"}. This record does not assert independent reproduction.

### FreeMatch + IMaX

Average Accuracy: 37. Result ID: 69b018a86dbb7075b95a2d1a.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

Recorded evaluation configuration: {"Framework":"Baseline","mL":"10"}. This record does not assert independent reproduction.

### FreeMatch

Average Accuracy: 36. Result ID: 69b018a86dbb7075b95a2d17.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e711e209131cea3fd15.md>)

[Implementation](<https://github.com/microsoft/Semi-supervised-learning>)

Recorded evaluation configuration: {"Framework":"Baseline","mL":"5"}. This record does not assert independent reproduction.

### StyleMatch + IMaX

Average Accuracy: 36. Result ID: 69b018a86dbb7075b95a2d1c.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

Recorded evaluation configuration: {"Framework":"Baseline","mL":"5"}. This record does not assert independent reproduction.

### StyleMatch + IMaX

Average Accuracy: 35.6. Result ID: 69b018a86dbb7075b95a2d28.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

Recorded evaluation configuration: {"Framework":"FBCSA","mL":"5"}. This record does not assert independent reproduction.

### StyleMatch

Average Accuracy: 34.6. Result ID: 69b018a86dbb7075b95a2d1d.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b671e209131cea2e1d8.md>)

Recorded evaluation configuration: {"Framework":"Baseline","mL":"10"}. This record does not assert independent reproduction.

### FixMatch

Average Accuracy: 34.4. Result ID: 69b018a86dbb7075b95a2d15.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d61e209131cea1e896.md>)

Recorded evaluation configuration: {"Framework":"Baseline","mL":"10"}. This record does not assert independent reproduction.

### FreeMatch

Average Accuracy: 34. Result ID: 69b018a86dbb7075b95a2d19.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e711e209131cea3fd15.md>)

[Implementation](<https://github.com/microsoft/Semi-supervised-learning>)

Recorded evaluation configuration: {"Framework":"Baseline","mL":"10"}. This record does not assert independent reproduction.

### StyleMatch + IMaX

Average Accuracy: 33.7. Result ID: 69b018a86dbb7075b95a2d36.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

Recorded evaluation configuration: {"Framework":"DGWM","mL":"10"}. This record does not assert independent reproduction.

### FreeMatch + IMaX

Average Accuracy: 33.5. Result ID: 69b018a86dbb7075b95a2d32.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

Recorded evaluation configuration: {"Framework":"DGWM","mL":"10"}. This record does not assert independent reproduction.

### FixMatch + IMaX

Average Accuracy: 33.2. Result ID: 69b018a86dbb7075b95a2d2e.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

Recorded evaluation configuration: {"Framework":"DGWM","mL":"10"}. This record does not assert independent reproduction.

### FixMatch + IMaX

Average Accuracy: 32.3. Result ID: 69b018a86dbb7075b95a2d20.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

Recorded evaluation configuration: {"Framework":"FBCSA","mL":"5"}. This record does not assert independent reproduction.

### FreeMatch

Average Accuracy: 32.3. Result ID: 69b018a86dbb7075b95a2d31.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e711e209131cea3fd15.md>)

[Implementation](<https://github.com/microsoft/Semi-supervised-learning>)

Recorded evaluation configuration: {"Framework":"DGWM","mL":"10"}. This record does not assert independent reproduction.

### StyleMatch

Average Accuracy: 32.1. Result ID: 69b018a86dbb7075b95a2d27.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b671e209131cea2e1d8.md>)

Recorded evaluation configuration: {"Framework":"FBCSA","mL":"5"}. This record does not assert independent reproduction.

### FixMatch

Average Accuracy: 32. Result ID: 69b018a86dbb7075b95a2d21.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d61e209131cea1e896.md>)

Recorded evaluation configuration: {"Framework":"FBCSA","mL":"10"}. This record does not assert independent reproduction.

### StyleMatch + IMaX

Average Accuracy: 32. Result ID: 69b018a86dbb7075b95a2d2a.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

Recorded evaluation configuration: {"Framework":"FBCSA","mL":"10"}. This record does not assert independent reproduction.

### FixMatch + IMaX

Average Accuracy: 31.8. Result ID: 69b018a86dbb7075b95a2d2c.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

Recorded evaluation configuration: {"Framework":"DGWM","mL":"5"}. This record does not assert independent reproduction.

### StyleMatch

Average Accuracy: 31.8. Result ID: 69b018a86dbb7075b95a2d35.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b671e209131cea2e1d8.md>)

Recorded evaluation configuration: {"Framework":"DGWM","mL":"10"}. This record does not assert independent reproduction.

### FixMatch

Average Accuracy: 31.4. Result ID: 69b018a86dbb7075b95a2d13.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d61e209131cea1e896.md>)

Recorded evaluation configuration: {"Framework":"Baseline","mL":"5"}. This record does not assert independent reproduction.

### FixMatch

Average Accuracy: 31.4. Result ID: 69b018a86dbb7075b95a2d2d.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d61e209131cea1e896.md>)

Recorded evaluation configuration: {"Framework":"DGWM","mL":"10"}. This record does not assert independent reproduction.

### StyleMatch + IMaX

Average Accuracy: 31.3. Result ID: 69b018a86dbb7075b95a2d34.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

Recorded evaluation configuration: {"Framework":"DGWM","mL":"5"}. This record does not assert independent reproduction.

### FreeMatch + IMaX

Average Accuracy: 31.1. Result ID: 69b018a86dbb7075b95a2d24.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

Recorded evaluation configuration: {"Framework":"FBCSA","mL":"5"}. This record does not assert independent reproduction.

### StyleMatch

Average Accuracy: 30.9. Result ID: 69b018a86dbb7075b95a2d1b.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b671e209131cea2e1d8.md>)

Recorded evaluation configuration: {"Framework":"Baseline","mL":"5"}. This record does not assert independent reproduction.

### FreeMatch + IMaX

Average Accuracy: 30.8. Result ID: 69b018a86dbb7075b95a2d30.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

Recorded evaluation configuration: {"Framework":"DGWM","mL":"5"}. This record does not assert independent reproduction.

### FreeMatch

Average Accuracy: 30.6. Result ID: 69b018a86dbb7075b95a2d2f.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e711e209131cea3fd15.md>)

[Implementation](<https://github.com/microsoft/Semi-supervised-learning>)

Recorded evaluation configuration: {"Framework":"DGWM","mL":"5"}. This record does not assert independent reproduction.

### FreeMatch

Average Accuracy: 30.1. Result ID: 69b018a86dbb7075b95a2d23.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e711e209131cea3fd15.md>)

[Implementation](<https://github.com/microsoft/Semi-supervised-learning>)

Recorded evaluation configuration: {"Framework":"FBCSA","mL":"5"}. This record does not assert independent reproduction.

### StyleMatch

Average Accuracy: 30. Result ID: 69b018a86dbb7075b95a2d29.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b671e209131cea2e1d8.md>)

Recorded evaluation configuration: {"Framework":"FBCSA","mL":"10"}. This record does not assert independent reproduction.

### FreeMatch + IMaX

Average Accuracy: 29.8. Result ID: 69b018a86dbb7075b95a2d26.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

Recorded evaluation configuration: {"Framework":"FBCSA","mL":"10"}. This record does not assert independent reproduction.

### FixMatch + IMaX

Average Accuracy: 29.5. Result ID: 69b018a86dbb7075b95a2d22.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

Recorded evaluation configuration: {"Framework":"FBCSA","mL":"10"}. This record does not assert independent reproduction.

### FixMatch

Average Accuracy: 28.8. Result ID: 69b018a86dbb7075b95a2d1f.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d61e209131cea1e896.md>)

Recorded evaluation configuration: {"Framework":"FBCSA","mL":"5"}. This record does not assert independent reproduction.

### FreeMatch

Average Accuracy: 27.9. Result ID: 69b018a86dbb7075b95a2d25.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e711e209131cea3fd15.md>)

[Implementation](<https://github.com/microsoft/Semi-supervised-learning>)

Recorded evaluation configuration: {"Framework":"FBCSA","mL":"10"}. This record does not assert independent reproduction.

### StyleMatch

Average Accuracy: 27.5. Result ID: 69b018a86dbb7075b95a2d33.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b671e209131cea2e1d8.md>)

Recorded evaluation configuration: {"Framework":"DGWM","mL":"5"}. This record does not assert independent reproduction.

### FixMatch

Average Accuracy: 26.1. Result ID: 69b018a86dbb7075b95a2d2b.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5bf2d603e6de3e43f32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d61e209131cea1e896.md>)

Recorded evaluation configuration: {"Framework":"DGWM","mL":"5"}. This record does not assert independent reproduction.

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