# Retinal disease classification on RetinaMNIST (test) Source: [Retinal disease classification on RetinaMNIST (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:54:25.953Z Evaluation of Retinal disease classification performance on the test split of the RetinaMNIST dataset. 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) | RetinaMNIST (test) | | Metric | Overall Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: SCALAR. ## Recorded results | Method | Overall Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CLEAR-B | 56.8 | Not recorded | 697ae9bba2b28e761d87d158 | | CLEAR-S | 56.5 | Not recorded | 697ae9bba2b28e761d87d158 | | MedViT-S | 56.1 | Not recorded | 697ae9bba2b28e761d87d158 | | CLEAR-T | 55.8 | Not recorded | 697ae9bba2b28e761d87d158 | | MedMamba-B | 55.3 | Not recorded | 697ae9bba2b28e761d87d158 | | MedViT-L | 55.2 | Not recorded | 697ae9bba2b28e761d87d158 | | MedMamba-S | 54.5 | Not recorded | 697ae9bba2b28e761d87d158 | | MedMamba-T | 54.3 | Not recorded | 697ae9bba2b28e761d87d158 | | MedViT-T | 53.4 | Not recorded | 697ae9bba2b28e761d87d158 | | Google AutoML | 53.1 | Not recorded | 697ae9bba2b28e761d87d158 | | ResNet50 | 52.8 | Not recorded | 697ae9bba2b28e761d87d158 | | ResNet18 | 52.4 | Not recorded | 697ae9bba2b28e761d87d158 | | Auto-sklearn | 51.5 | Not recorded | 697ae9bba2b28e761d87d158 | | ResNet50 | 51.1 | Not recorded | 697ae9bba2b28e761d87d158 | | AutoKeras | 50.3 | Not recorded | 697ae9bba2b28e761d87d158 | | ResNet18 | 49.3 | Not recorded | 697ae9bba2b28e761d87d158 | ### CLEAR-B Overall Accuracy: 56.8. Result ID: 69977f2f5698665ec4d3c742. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLEAR-S Overall Accuracy: 56.5. Result ID: 69977f2f5698665ec4d3c741. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MedViT-S Overall Accuracy: 56.1. Result ID: 69977f2f5698665ec4d3c73b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLEAR-T Overall Accuracy: 55.8. Result ID: 69977f2f5698665ec4d3c740. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MedMamba-B Overall Accuracy: 55.3. Result ID: 69977f2f5698665ec4d3c73f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MedViT-L Overall Accuracy: 55.2. Result ID: 69977f2f5698665ec4d3c73c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MedMamba-S Overall Accuracy: 54.5. Result ID: 69977f2f5698665ec4d3c73e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MedMamba-T Overall Accuracy: 54.3. Result ID: 69977f2f5698665ec4d3c73d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MedViT-T Overall Accuracy: 53.4. Result ID: 69977f2f5698665ec4d3c73a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Google AutoML Overall Accuracy: 53.1. Result ID: 69977f2f5698665ec4d3c739. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResNet50 Overall Accuracy: 52.8. Result ID: 69977f2f5698665ec4d3c735. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Resolution":"28"}. This record does not assert independent reproduction. ### ResNet18 Overall Accuracy: 52.4. Result ID: 69977f2f5698665ec4d3c733. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Resolution":"28"}. This record does not assert independent reproduction. ### Auto-sklearn Overall Accuracy: 51.5. Result ID: 69977f2f5698665ec4d3c737. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResNet50 Overall Accuracy: 51.1. Result ID: 69977f2f5698665ec4d3c736. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Resolution":"224"}. This record does not assert independent reproduction. ### AutoKeras Overall Accuracy: 50.3. Result ID: 69977f2f5698665ec4d3c738. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResNet18 Overall Accuracy: 49.3. Result ID: 69977f2f5698665ec4d3c734. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Resolution":"224"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.