# Ophthalmic Disease Classification on The Eye Disease Image Dataset (val) Source: [Ophthalmic Disease Classification on The Eye Disease Image Dataset (val)]() Collection index: [llms.txt]() Data updated: 2026-05-18T06:28:22.108Z Evaluation of ophthalmic disease classification performance on the validation split of The Eye Disease Image Dataset, reporting metrics including AUC, F1 score, Precision, Recall, and Top-5 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 | Ophthalmic disease classification | | Dataset (including any stated split) | The Eye Disease Image Dataset (val) | | Metric | AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [Loss](): Lower is better; unit: SCALAR. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [Top-5 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | Proposed Model | 99.45 | Not recorded | 68fa7a461e209131cea82244 | | ViT | 99.14 | Not recorded | 68fa7a461e209131cea82244 | | DeiT | 98.73 | Not recorded | 68fa7a461e209131cea82244 | | DeiT-x | 98.64 | Not recorded | 68fa7a461e209131cea82244 | | Swin Transformer | 98.55 | Not recorded | 68fa7a461e209131cea82244 | | Efficient Former | 98.33 | Not recorded | 68fa7a461e209131cea82244 | | DINOv2 | 97.81 | Not recorded | 68fa7a461e209131cea82244 | | ViTMAE | 87.93 | Not recorded | 68fa7a461e209131cea82244 | | SegFormer | 87.77 | Not recorded | 68fa7a461e209131cea82244 | | ConvNeXt V2 | 86.67 | Not recorded | 68fa7a461e209131cea82244 | | RegNet | 85.67 | Not recorded | 68fa7a461e209131cea82244 | | CvT | 80.78 | Not recorded | 68fa7a461e209131cea82244 | ### Proposed Model AUC: 99.45. Result ID: 6a0ab17247f34ce924f01fd0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ViT AUC: 99.14. Result ID: 6a0ab17247f34ce924f01fcf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeiT AUC: 98.73. Result ID: 6a0ab17247f34ce924f01fce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Multiscale Path Embedding":"false"}. This record does not assert independent reproduction. ### DeiT-x AUC: 98.64. Result ID: 6a0ab17247f34ce924f01fcd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LoRA":"false"}. This record does not assert independent reproduction. ### Swin Transformer AUC: 98.55. Result ID: 6a0ab17247f34ce924f01fcc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Efficient Former AUC: 98.33. Result ID: 6a0ab17247f34ce924f01fcb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DINOv2 AUC: 97.81. Result ID: 6a0ab17247f34ce924f01fca. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ViTMAE AUC: 87.93. Result ID: 6a0ab17247f34ce924f01fc9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SegFormer AUC: 87.77. Result ID: 6a0ab17247f34ce924f01fc8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ConvNeXt V2 AUC: 86.67. Result ID: 6a0ab17247f34ce924f01fc7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RegNet AUC: 85.67. Result ID: 6a0ab17247f34ce924f01fc6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CvT AUC: 80.78. Result ID: 6a0ab17247f34ce924f01fc5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.