# Retinal Fundus Image Classification on FIVES Source: [Retinal Fundus Image Classification on FIVES]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:13.675Z Evaluation of Retinal Fundus Image Classification performance on the FIVES dataset, reporting AUC, Accuracy, and mAP. 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 | Retinal Fundus Image Classification | | Dataset (including any stated split) | FIVES | | Metric | AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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. - [Accuracy](): Higher is better; unit: PERCENT. - [mAP](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | MGLL | 94.98 | Not recorded | 691ff22ed6b0dd334292e7c7 | | VisionFM | 93.11 | Not recorded | 691ff22ed6b0dd334292e7c7 | | RETFound | 92.83 | Not recorded | 691ff22ed6b0dd334292e7c7 | | RET-CLIP | 92.04 | Not recorded | 691ff22ed6b0dd334292e7c7 | | UniMed-CLIP | 91.59 | Not recorded | 691ff22ed6b0dd334292e7c7 | | KeepFIT | 90.62 | Not recorded | 691ff22ed6b0dd334292e7c7 | | FLAIR | 89.85 | Not recorded | 691ff22ed6b0dd334292e7c7 | | MGLL | 89.73 | Not recorded | 691ff22ed6b0dd334292e7c7 | | KgCoOp | 89.16 | Not recorded | 691ff22ed6b0dd334292e7c7 | | CLIP | 88.96 | Not recorded | 691ff22ed6b0dd334292e7c7 | | RETFound | 88.09 | Not recorded | 691ff22ed6b0dd334292e7c7 | | RET-CLIP | 86.74 | Not recorded | 691ff22ed6b0dd334292e7c7 | | VisionFM | 85.98 | Not recorded | 691ff22ed6b0dd334292e7c7 | | FLAIR | 84.24 | Not recorded | 691ff22ed6b0dd334292e7c7 | | UniMed-CLIP | 82.75 | Not recorded | 691ff22ed6b0dd334292e7c7 | | KeepFIT | 82.31 | Not recorded | 691ff22ed6b0dd334292e7c7 | | KgCoOp | 81.63 | Not recorded | 691ff22ed6b0dd334292e7c7 | | CLIP | 81.25 | Not recorded | 691ff22ed6b0dd334292e7c7 | ### MGLL AUC: 94.98. Result ID: 699b0df45698665ec4a10d2a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Fully Fine-tune"}. This record does not assert independent reproduction. ### VisionFM AUC: 93.11. Result ID: 699b0df45698665ec4a10d28. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Fully Fine-tune"}. This record does not assert independent reproduction. ### RETFound AUC: 92.83. Result ID: 699b0df45698665ec4a10d1e. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Fully Fine-tune"}. This record does not assert independent reproduction. ### RET-CLIP AUC: 92.04. Result ID: 699b0df45698665ec4a10d24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Fully Fine-tune"}. This record does not assert independent reproduction. ### UniMed-CLIP AUC: 91.59. Result ID: 699b0df45698665ec4a10d26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Fully Fine-tune"}. This record does not assert independent reproduction. ### KeepFIT AUC: 90.62. Result ID: 699b0df45698665ec4a10d22. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Fully Fine-tune"}. This record does not assert independent reproduction. ### FLAIR AUC: 89.85. Result ID: 699b0df45698665ec4a10d20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Fully Fine-tune"}. This record does not assert independent reproduction. ### MGLL AUC: 89.73. Result ID: 699b0df45698665ec4a10d29. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear Probe"}. This record does not assert independent reproduction. ### KgCoOp AUC: 89.16. Result ID: 699b0df45698665ec4a10d1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Fully Fine-tune"}. This record does not assert independent reproduction. ### CLIP AUC: 88.96. Result ID: 699b0df45698665ec4a10d1a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Fully Fine-tune"}. This record does not assert independent reproduction. ### RETFound AUC: 88.09. Result ID: 699b0df45698665ec4a10d1d. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear Probe"}. This record does not assert independent reproduction. ### RET-CLIP AUC: 86.74. Result ID: 699b0df45698665ec4a10d23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear Probe"}. This record does not assert independent reproduction. ### VisionFM AUC: 85.98. Result ID: 699b0df45698665ec4a10d27. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear Probe"}. This record does not assert independent reproduction. ### FLAIR AUC: 84.24. Result ID: 699b0df45698665ec4a10d1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear Probe"}. This record does not assert independent reproduction. ### UniMed-CLIP AUC: 82.75. Result ID: 699b0df45698665ec4a10d25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear Probe"}. This record does not assert independent reproduction. ### KeepFIT AUC: 82.31. Result ID: 699b0df45698665ec4a10d21. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear Probe"}. This record does not assert independent reproduction. ### KgCoOp AUC: 81.63. Result ID: 699b0df45698665ec4a10d1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear Probe"}. This record does not assert independent reproduction. ### CLIP AUC: 81.25. Result ID: 699b0df45698665ec4a10d19. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Linear Probe"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.