# Central Serous Retinopathy Classification on Private CSR Few-shot (Full set) Source: [Central Serous Retinopathy Classification on Private CSR Few-shot (Full set)]() Collection index: [llms.txt]() Data updated: 2026-06-16T07:31:35.855Z Evaluation of Central Serous Retinopathy Classification performance using a few-shot setting on the full Private CSR dataset, measured using 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 | Central Serous Retinopathy Classification | | Dataset (including any stated split) | Private CSR Few-shot (Full set) | | 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 | 84.38 | Not recorded | 6a30d871d33dfb23e783cb1f | | EyeMVP | 83.34 | Not recorded | 6a30d871d33dfb23e783cb1f | | EyeCLIP | 79.85 | Not recorded | 6a30d871d33dfb23e783cb1f | | EyeCLIP | 79.12 | Not recorded | 6a30d871d33dfb23e783cb1f | | EyeMVP | 78.08 | Not recorded | 6a30d871d33dfb23e783cb1f | | VisionFM | 77.35 | Not recorded | 6a30d871d33dfb23e783cb1f | | RETFound | 77.2 | Not recorded | 6a30d871d33dfb23e783cb1f | | EyeCLIP | 76.56 | Not recorded | 6a30d871d33dfb23e783cb1f | | VisionFM | 76.22 | Not recorded | 6a30d871d33dfb23e783cb1f | | RETFound | 76.15 | Not recorded | 6a30d871d33dfb23e783cb1f | | EyeMVP | 76.12 | Not recorded | 6a30d871d33dfb23e783cb1f | | EyeCLIP | 74.25 | Not recorded | 6a30d871d33dfb23e783cb1f | | RETFound | 71.46 | Not recorded | 6a30d871d33dfb23e783cb1f | | VisionFM | 71.15 | Not recorded | 6a30d871d33dfb23e783cb1f | | RETFound | 68.84 | Not recorded | 6a30d871d33dfb23e783cb1f | | VisionFM | 68.52 | Not recorded | 6a30d871d33dfb23e783cb1f | ### EyeMVP AUROC: 84.38. Result ID: 6a30fbcffbc373592c2cd99c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Full"}. This record does not assert independent reproduction. ### EyeMVP AUROC: 83.34. Result ID: 6a30fbcffbc373592c2cd99f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"K=16"}. This record does not assert independent reproduction. ### EyeCLIP AUROC: 79.85. Result ID: 6a30fbcffbc373592c2cd998. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Full"}. This record does not assert independent reproduction. ### EyeCLIP AUROC: 79.12. Result ID: 6a30fbcffbc373592c2cd99b. [Reporting paper]() Recorded evaluation configuration: {"Setting":"K=16"}. This record does not assert independent reproduction. ### EyeMVP AUROC: 78.08. Result ID: 6a30fbcffbc373592c2cd99e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"K=8"}. This record does not assert independent reproduction. ### VisionFM AUROC: 77.35. Result ID: 6a30fbcffbc373592c2cd994. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Full"}. This record does not assert independent reproduction. ### RETFound AUROC: 77.2. Result ID: 6a30fbcffbc373592c2cd990. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Full"}. This record does not assert independent reproduction. ### EyeCLIP AUROC: 76.56. Result ID: 6a30fbcffbc373592c2cd99a. [Reporting paper]() Recorded evaluation configuration: {"Setting":"K=8"}. This record does not assert independent reproduction. ### VisionFM AUROC: 76.22. Result ID: 6a30fbcffbc373592c2cd997. [Reporting paper]() Recorded evaluation configuration: {"Setting":"K=16"}. This record does not assert independent reproduction. ### RETFound AUROC: 76.15. Result ID: 6a30fbcffbc373592c2cd993. [Reporting paper]() Recorded evaluation configuration: {"Setting":"K=16"}. This record does not assert independent reproduction. ### EyeMVP AUROC: 76.12. Result ID: 6a30fbcffbc373592c2cd99d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"K=4"}. This record does not assert independent reproduction. ### EyeCLIP AUROC: 74.25. Result ID: 6a30fbcffbc373592c2cd999. [Reporting paper]() Recorded evaluation configuration: {"Setting":"K=4"}. This record does not assert independent reproduction. ### RETFound AUROC: 71.46. Result ID: 6a30fbcffbc373592c2cd992. [Reporting paper]() Recorded evaluation configuration: {"Setting":"K=8"}. This record does not assert independent reproduction. ### VisionFM AUROC: 71.15. Result ID: 6a30fbcffbc373592c2cd996. [Reporting paper]() Recorded evaluation configuration: {"Setting":"K=8"}. This record does not assert independent reproduction. ### RETFound AUROC: 68.84. Result ID: 6a30fbcffbc373592c2cd991. [Reporting paper]() Recorded evaluation configuration: {"Setting":"K=4"}. This record does not assert independent reproduction. ### VisionFM AUROC: 68.52. Result ID: 6a30fbcffbc373592c2cd995. [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.