# Multi-label fundus diagnosis on ODIR-5K Source: [Multi-label fundus diagnosis on ODIR-5K]() Collection index: [llms.txt]() Data updated: 2026-05-18T06:50:09.189Z Evaluation of multi-label diagnosis performance on the ODIR-5K fundus image dataset, reporting metrics such as AUC-ROC and Macro F1. 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 | Multi-label fundus diagnosis | | Dataset (including any stated split) | ODIR-5K | | Metric | AUC-ROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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-ROC](): Higher is better; unit: PERCENT. - [Macro F1](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC-ROC | Result date | Report paper | | --- | --- | --- | --- | | ConvNeXtV2-Base | 87.23 | Not recorded | 69c21a6c0636e5bf4afc46ca | | ViT-Base/16 | 83.53 | Not recorded | 69c21a6c0636e5bf4afc46ca | | OctClifford | 81.45 | Not recorded | 69c21a6c0636e5bf4afc46ca | | Clifford-M | 81.42 | Not recorded | 69c21a6c0636e5bf4afc46ca | | EfficientNetV2-M | 79.34 | Not recorded | 69c21a6c0636e5bf4afc46ca | | ResNet-152 | 78.74 | Not recorded | 69c21a6c0636e5bf4afc46ca | | ResNet-50 | 77.8 | Not recorded | 69c21a6c0636e5bf4afc46ca | | EfficientNetV2-S | 74.28 | Not recorded | 69c21a6c0636e5bf4afc46ca | | MedBridge | 0.7258 | Not recorded | 68fa78d61e209131cea7ab06 | | MMRL | 0.6952 | Not recorded | 68fa78d61e209131cea7ab06 | | KgCoOp | 0.6708 | Not recorded | 68fa78d61e209131cea7ab06 | | MMA | 0.6135 | Not recorded | 68fa78d61e209131cea7ab06 | | ProGrad | 0.6028 | Not recorded | 68fa78d61e209131cea7ab06 | | CLIP-Ad. | 0.5636 | Not recorded | 68fa78d61e209131cea7ab06 | | CLIP | 0.4484 | Not recorded | 68fa78d61e209131cea7ab06 | ### ConvNeXtV2-Base AUC-ROC: 87.23. Result ID: 69c28f3e47f34ce924aacf33. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"87.7"}. This record does not assert independent reproduction. ### ViT-Base/16 AUC-ROC: 83.53. Result ID: 69c28f3e47f34ce924aacf32. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"86.3"}. This record does not assert independent reproduction. ### OctClifford AUC-ROC: 81.45. Result ID: 69c28f3e47f34ce924aacf34. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"1.15"}. This record does not assert independent reproduction. ### Clifford-M AUC-ROC: 81.42. Result ID: 69c28f3e47f34ce924aacf35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"0.85"}. This record does not assert independent reproduction. ### EfficientNetV2-M AUC-ROC: 79.34. Result ID: 69c28f3e47f34ce924aacf31. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"51.1"}. This record does not assert independent reproduction. ### ResNet-152 AUC-ROC: 78.74. Result ID: 69c28f3e47f34ce924aacf30. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"58.2"}. This record does not assert independent reproduction. ### ResNet-50 AUC-ROC: 77.8. Result ID: 69c28f3e47f34ce924aacf2e. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"23.5"}. This record does not assert independent reproduction. ### EfficientNetV2-S AUC-ROC: 74.28. Result ID: 69c28f3e47f34ce924aacf2f. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"22.2"}. This record does not assert independent reproduction. ### MedBridge AUC-ROC: 0.7258. Result ID: 6a0ab68b47f34ce924f0432c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMRL AUC-ROC: 0.6952. Result ID: 6a0ab68b47f34ce924f0432b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KgCoOp AUC-ROC: 0.6708. Result ID: 6a0ab68b47f34ce924f04328. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMA AUC-ROC: 0.6135. Result ID: 6a0ab68b47f34ce924f0432a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ProGrad AUC-ROC: 0.6028. Result ID: 6a0ab68b47f34ce924f04327. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP-Ad. AUC-ROC: 0.5636. Result ID: 6a0ab68b47f34ce924f04329. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP AUC-ROC: 0.4484. Result ID: 6a0ab68b47f34ce924f04326. [Reporting paper]() [Method origin paper]() [Implementation]() 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.