# Image Classification on The Eye Disease Image Dataset (test) Source: [Image Classification on The Eye Disease Image Dataset (test)]() Collection index: [llms.txt]() Data updated: 2026-05-18T06:28:22.216Z Evaluation of Image Classification performance on the test split of The Eye Disease Image Dataset, reporting comprehensive metrics including AUC, F1, 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 | Image Classification | | Dataset (including any stated split) | The Eye Disease Image Dataset (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 | | --- | --- | --- | --- | | Proposed Model | 98.54 | Not recorded | 68fa7a461e209131cea82244 | | DeiT-x | 98.53 | Not recorded | 68fa7a461e209131cea82244 | | ViT | 97.97 | Not recorded | 68fa7a461e209131cea82244 | | Swin Transformer | 97.92 | Not recorded | 68fa7a461e209131cea82244 | | DeiT | 97.2 | Not recorded | 68fa7a461e209131cea82244 | | Efficient Former | 96.96 | Not recorded | 68fa7a461e209131cea82244 | | DINOv2 | 96.93 | Not recorded | 68fa7a461e209131cea82244 | | ViTMAE | 88.5 | Not recorded | 68fa7a461e209131cea82244 | | SegFormer | 86.73 | Not recorded | 68fa7a461e209131cea82244 | | ConvNeXt V2 | 84.75 | Not recorded | 68fa7a461e209131cea82244 | | RegNet | 84.25 | Not recorded | 68fa7a461e209131cea82244 | | CvT | 77.95 | Not recorded | 68fa7a461e209131cea82244 | ### Proposed Model AUC: 98.54. Result ID: 6a0ab17247f34ce924f01ff4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeiT-x AUC: 98.53. Result ID: 6a0ab17247f34ce924f01ff3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LoRA":"false"}. This record does not assert independent reproduction. ### ViT AUC: 97.97. Result ID: 6a0ab17247f34ce924f01ff2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Swin Transformer AUC: 97.92. Result ID: 6a0ab17247f34ce924f01ff1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeiT AUC: 97.2. Result ID: 6a0ab17247f34ce924f01ff0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Multiscale Path Embedding":"false"}. This record does not assert independent reproduction. ### Efficient Former AUC: 96.96. Result ID: 6a0ab17247f34ce924f01fef. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DINOv2 AUC: 96.93. Result ID: 6a0ab17247f34ce924f01fee. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ViTMAE AUC: 88.5. Result ID: 6a0ab17247f34ce924f01fed. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SegFormer AUC: 86.73. Result ID: 6a0ab17247f34ce924f01fec. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ConvNeXt V2 AUC: 84.75. Result ID: 6a0ab17247f34ce924f01feb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RegNet AUC: 84.25. Result ID: 6a0ab17247f34ce924f01fea. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CvT AUC: 77.95. Result ID: 6a0ab17247f34ce924f01fe9. [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.