# Multi-disease Classification on ODIR5K Full set Few-shot Source: [Multi-disease Classification on ODIR5K Full set Few-shot]() Collection index: [llms.txt]() Data updated: 2026-06-16T07:31:35.900Z Evaluation of multi-disease classification performance on the full set of the ODIR-5K dataset under few-shot learning conditions, reporting AUROC. 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-disease Classification | | Dataset (including any stated split) | ODIR5K Full set Few-shot | | Metric | AUROC | | 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 - [AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | EyeMVP | 71.65 | Not recorded | 6a30d871d33dfb23e783cb1f | | EyeCLIP | 69.8 | Not recorded | 6a30d871d33dfb23e783cb1f | | EyeMVP | 68.46 | Not recorded | 6a30d871d33dfb23e783cb1f | | VisionFM | 68.28 | Not recorded | 6a30d871d33dfb23e783cb1f | | RETFound | 68.25 | Not recorded | 6a30d871d33dfb23e783cb1f | | EyeMVP | 64.88 | Not recorded | 6a30d871d33dfb23e783cb1f | | EyeCLIP | 64.61 | Not recorded | 6a30d871d33dfb23e783cb1f | | VisionFM | 63.79 | Not recorded | 6a30d871d33dfb23e783cb1f | | RETFound | 63.55 | Not recorded | 6a30d871d33dfb23e783cb1f | | EyeMVP | 63.28 | Not recorded | 6a30d871d33dfb23e783cb1f | | EyeCLIP | 57.17 | Not recorded | 6a30d871d33dfb23e783cb1f | | VisionFM | 56.71 | Not recorded | 6a30d871d33dfb23e783cb1f | | RETFound | 56.22 | Not recorded | 6a30d871d33dfb23e783cb1f | | EyeCLIP | 54.68 | Not recorded | 6a30d871d33dfb23e783cb1f | | VisionFM | 54.03 | Not recorded | 6a30d871d33dfb23e783cb1f | | RETFound | 53.36 | Not recorded | 6a30d871d33dfb23e783cb1f | ### EyeMVP AUROC: 71.65. Result ID: 6a30fbcffbc373592c2cd9ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Full"}. This record does not assert independent reproduction. ### EyeCLIP AUROC: 69.8. Result ID: 6a30fbcffbc373592c2cd9a8. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Full"}. This record does not assert independent reproduction. ### EyeMVP AUROC: 68.46. Result ID: 6a30fbcffbc373592c2cd9af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"K=16"}. This record does not assert independent reproduction. ### VisionFM AUROC: 68.28. Result ID: 6a30fbcffbc373592c2cd9a4. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Full"}. This record does not assert independent reproduction. ### RETFound AUROC: 68.25. Result ID: 6a30fbcffbc373592c2cd9a0. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Full"}. This record does not assert independent reproduction. ### EyeMVP AUROC: 64.88. Result ID: 6a30fbcffbc373592c2cd9ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"K=8"}. This record does not assert independent reproduction. ### EyeCLIP AUROC: 64.61. Result ID: 6a30fbcffbc373592c2cd9ab. [Reporting paper]() Recorded evaluation configuration: {"Setting":"K=16"}. This record does not assert independent reproduction. ### VisionFM AUROC: 63.79. Result ID: 6a30fbcffbc373592c2cd9a7. [Reporting paper]() Recorded evaluation configuration: {"Setting":"K=16"}. This record does not assert independent reproduction. ### RETFound AUROC: 63.55. Result ID: 6a30fbcffbc373592c2cd9a3. [Reporting paper]() Recorded evaluation configuration: {"Setting":"K=16"}. This record does not assert independent reproduction. ### EyeMVP AUROC: 63.28. Result ID: 6a30fbcffbc373592c2cd9ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"K=4"}. This record does not assert independent reproduction. ### EyeCLIP AUROC: 57.17. Result ID: 6a30fbcffbc373592c2cd9aa. [Reporting paper]() Recorded evaluation configuration: {"Setting":"K=8"}. This record does not assert independent reproduction. ### VisionFM AUROC: 56.71. Result ID: 6a30fbcffbc373592c2cd9a6. [Reporting paper]() Recorded evaluation configuration: {"Setting":"K=8"}. This record does not assert independent reproduction. ### RETFound AUROC: 56.22. Result ID: 6a30fbcffbc373592c2cd9a2. [Reporting paper]() Recorded evaluation configuration: {"Setting":"K=8"}. This record does not assert independent reproduction. ### EyeCLIP AUROC: 54.68. Result ID: 6a30fbcffbc373592c2cd9a9. [Reporting paper]() Recorded evaluation configuration: {"Setting":"K=4"}. This record does not assert independent reproduction. ### VisionFM AUROC: 54.03. Result ID: 6a30fbcffbc373592c2cd9a5. [Reporting paper]() Recorded evaluation configuration: {"Setting":"K=4"}. This record does not assert independent reproduction. ### RETFound AUROC: 53.36. Result ID: 6a30fbcffbc373592c2cd9a1. [Reporting paper]() Recorded evaluation configuration: {"Setting":"K=4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.