# Eye Disease Classification on OCTDL (test) Source: [Eye Disease Classification on OCTDL (test)]() Collection index: [llms.txt]() Data updated: 2026-05-18T06:28:22.180Z Evaluation of model performance for Eye Disease Classification using the test split of the OCTDL dataset, reporting metrics including AUC, F1-Score, Precision, Recall, Loss, 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 | Eye Disease Classification | | Dataset (including any stated split) | OCTDL (test) | | 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 | | --- | --- | --- | --- | | Decentralized LoRA Augmented Transformer | 99.24 | Not recorded | 68fa7a461e209131cea82244 | | DeiT-x | 99.22 | Not recorded | 68fa7a461e209131cea82244 | | DeiT | 99.15 | Not recorded | 68fa7a461e209131cea82244 | | EfficientFormer | 98.61 | Not recorded | 68fa7a461e209131cea82244 | | Swin Transformer | 98.36 | Not recorded | 68fa7a461e209131cea82244 | | ViT | 98.11 | Not recorded | 68fa7a461e209131cea82244 | | DINOv2 | 97.32 | Not recorded | 68fa7a461e209131cea82244 | | ConvNeXt V2 | 91.38 | Not recorded | 68fa7a461e209131cea82244 | | ViTMAE | 90.52 | Not recorded | 68fa7a461e209131cea82244 | | SegFormer | 89.93 | Not recorded | 68fa7a461e209131cea82244 | | CvT | 86.3 | Not recorded | 68fa7a461e209131cea82244 | | RegNet | 85.36 | Not recorded | 68fa7a461e209131cea82244 | ### Decentralized LoRA Augmented Transformer AUC: 99.24. Result ID: 6a0ab17247f34ce924f01fe8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeiT-x AUC: 99.22. Result ID: 6a0ab17247f34ce924f01fe7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LoRA":"false"}. This record does not assert independent reproduction. ### DeiT AUC: 99.15. Result ID: 6a0ab17247f34ce924f01fe6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Multiscale Path Embedding":"false"}. This record does not assert independent reproduction. ### EfficientFormer AUC: 98.61. Result ID: 6a0ab17247f34ce924f01fe5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Swin Transformer AUC: 98.36. Result ID: 6a0ab17247f34ce924f01fe4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ViT AUC: 98.11. Result ID: 6a0ab17247f34ce924f01fe3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DINOv2 AUC: 97.32. Result ID: 6a0ab17247f34ce924f01fe2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ConvNeXt V2 AUC: 91.38. Result ID: 6a0ab17247f34ce924f01fe1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ViTMAE AUC: 90.52. Result ID: 6a0ab17247f34ce924f01fe0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SegFormer AUC: 89.93. Result ID: 6a0ab17247f34ce924f01fdf. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CvT AUC: 86.3. Result ID: 6a0ab17247f34ce924f01fde. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RegNet AUC: 85.36. Result ID: 6a0ab17247f34ce924f01fdd. [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.