# Retinal Disease Classification on OCT-C8 (test)

Source: [Retinal Disease Classification on OCT-C8 (test)](<https://www.sota2.com/research/sota/retinal-disease-classification-on-oct-c8-test>)

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

Data updated: 2026-02-26T05:54:28.332Z

Evaluation of Retinal Disease Classification performance on the test split of the OCT-C8 dataset, measured using OA and 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 | Retinal Disease Classification |
| Dataset (including any stated split) | OCT-C8 (test) |
| Metric | Overall Accuracy (OA) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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

- [Overall Accuracy (OA)](<https://www.sota2.com/research/sota/retinal-disease-classification-on-oct-c8-test.md?metric=Overall%20Accuracy%20(OA)>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/retinal-disease-classification-on-oct-c8-test.md?metric=AUC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Overall Accuracy (OA) | Result date | Report paper |
| --- | --- | --- | --- |
| Xception | 95.25 | Not recorded | 699d30bf6017c4460ffab737 |
| InceptionV3 | 94.82 | Not recorded | 699d30bf6017c4460ffab737 |
| CLEAR-S | 94.5 | Not recorded | 697ae9bba2b28e761d87d158 |
| CLEAR-B | 93.21 | Not recorded | 697ae9bba2b28e761d87d158 |
| InceptionV3 | 92.76 | Not recorded | 699d30bf6017c4460ffab737 |
| CLEAR-T | 92.54 | Not recorded | 697ae9bba2b28e761d87d158 |
| DenseNet201 | 92.14 | Not recorded | 697ae9bba2b28e761d87d158 |
| Transfer Learning | 91.47 | Not recorded | 699d30bf6017c4460ffab737 |
| VGG19 | 90.18 | Not recorded | 697ae9bba2b28e761d87d158 |
| ResNet | 90 | Not recorded | 699d30bf6017c4460ffab737 |
| InceptionV3 | 86.75 | Not recorded | 697ae9bba2b28e761d87d158 |
| CNN | 84 | Not recorded | 699d30bf6017c4460ffab737 |
| RIDE | 80 | Not recorded | 699d30bf6017c4460ffab737 |

### Xception

Overall Accuracy (OA): 95.25. Result ID: 699e4b265698665ec4098c6c.

[Reporting paper](<https://www.sota2.com/research/paper/699d30bf6017c4460ffab737.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30bf6017c4460ffab737.md>)

Recorded evaluation configuration: {"Author":"Proposed Model"}. This record does not assert independent reproduction.

### InceptionV3

Overall Accuracy (OA): 94.82. Result ID: 699e4b265698665ec4098c6d.

[Reporting paper](<https://www.sota2.com/research/paper/699d30bf6017c4460ffab737.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30bf6017c4460ffab737.md>)

Recorded evaluation configuration: {"Author":"Proposed Model"}. This record does not assert independent reproduction.

### CLEAR-S

Overall Accuracy (OA): 94.5. Result ID: 69977f2f5698665ec4d3c758.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9bba2b28e761d87d158.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697ae9bba2b28e761d87d158.md>)

Recorded evaluation configuration: {"Model Size":"Small"}. This record does not assert independent reproduction.

### CLEAR-B

Overall Accuracy (OA): 93.21. Result ID: 69977f2f5698665ec4d3c759.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9bba2b28e761d87d158.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697ae9bba2b28e761d87d158.md>)

Recorded evaluation configuration: {"Model Size":"Base"}. This record does not assert independent reproduction.

### InceptionV3

Overall Accuracy (OA): 92.76. Result ID: 699e4b265698665ec4098c68.

[Reporting paper](<https://www.sota2.com/research/paper/699d30bf6017c4460ffab737.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30bf6017c4460ffab737.md>)

Recorded evaluation configuration: {"Author":"Rithani et al."}. This record does not assert independent reproduction.

### CLEAR-T

Overall Accuracy (OA): 92.54. Result ID: 69977f2f5698665ec4d3c757.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9bba2b28e761d87d158.md>)

[Method origin paper](<https://www.sota2.com/research/paper/697ae9bba2b28e761d87d158.md>)

Recorded evaluation configuration: {"Model Size":"Tiny"}. This record does not assert independent reproduction.

### DenseNet201

Overall Accuracy (OA): 92.14. Result ID: 69977f2f5698665ec4d3c754.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9bba2b28e761d87d158.md>)

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

### Transfer Learning

Overall Accuracy (OA): 91.47. Result ID: 699e4b265698665ec4098c6a.

[Reporting paper](<https://www.sota2.com/research/paper/699d30bf6017c4460ffab737.md>)

Recorded evaluation configuration: {"Author":"Eren et al."}. This record does not assert independent reproduction.

### VGG19

Overall Accuracy (OA): 90.18. Result ID: 69977f2f5698665ec4d3c755.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9bba2b28e761d87d158.md>)

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

### ResNet

Overall Accuracy (OA): 90. Result ID: 699e4b265698665ec4098c69.

[Reporting paper](<https://www.sota2.com/research/paper/699d30bf6017c4460ffab737.md>)

Recorded evaluation configuration: {"Author":"Vasanthi et al."}. This record does not assert independent reproduction.

### InceptionV3

Overall Accuracy (OA): 86.75. Result ID: 69977f2f5698665ec4d3c756.

[Reporting paper](<https://www.sota2.com/research/paper/697ae9bba2b28e761d87d158.md>)

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

### CNN

Overall Accuracy (OA): 84. Result ID: 699e4b265698665ec4098c67.

[Reporting paper](<https://www.sota2.com/research/paper/699d30bf6017c4460ffab737.md>)

Recorded evaluation configuration: {"Author":"Verma"}. This record does not assert independent reproduction.

### RIDE

Overall Accuracy (OA): 80. Result ID: 699e4b265698665ec4098c6b.

[Reporting paper](<https://www.sota2.com/research/paper/699d30bf6017c4460ffab737.md>)

Recorded evaluation configuration: {"Author":"Wali et al."}. This record does not assert independent reproduction.

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