# Fundus Image Classification on ODIR to FIVES (target) Source: [Fundus Image Classification on ODIR to FIVES (target)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:35:54.166Z Evaluation of Fundus Image Classification performance on the ODIR to FIVES (target) dataset, reporting metrics including Avg, N, ARMD, DR, and GLC. 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 | Fundus Image Classification | | Dataset (including any stated split) | ODIR to FIVES (target) | | Metric | Average Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Average Score](): Higher is better; unit: PERCENT. - [Sample Count](): Higher is better; unit: SCALAR. - [ARMD](): Higher is better; unit: PERCENT. - [DR](): Higher is better; unit: PERCENT. - [GLC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Average Score | Result date | Report paper | | --- | --- | --- | --- | | FRLA | 80.4 | Not recorded | 699d30c36017c4460ffab7ca | | DIFO | 78.6 | Not recorded | 699d30c36017c4460ffab7ca | | Co-learn | 75.3 | Not recorded | 699d30c36017c4460ffab7ca | | Source + FLAIR | 73.8 | Not recorded | 699d30c36017c4460ffab7ca | | FLAIR | 73.5 | Not recorded | 699d30c36017c4460ffab7ca | | SHOT | 72.1 | Not recorded | 699d30c36017c4460ffab7ca | | COWA | 70.4 | Not recorded | 699d30c36017c4460ffab7ca | | Source | 64.5 | Not recorded | 699d30c36017c4460ffab7ca | ### FRLA Average Score: 80.4. Result ID: 699e4e755698665ec40d3793. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uses foundation model":true}. This record does not assert independent reproduction. ### DIFO Average Score: 78.6. Result ID: 699e4e755698665ec40d3792. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uses foundation model":true}. This record does not assert independent reproduction. ### Co-learn Average Score: 75.3. Result ID: 699e4e755698665ec40d3791. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uses foundation model":true}. This record does not assert independent reproduction. ### Source + FLAIR Average Score: 73.8. Result ID: 699e4e755698665ec40d378e. [Reporting paper]() Recorded evaluation configuration: {"Uses foundation model":true}. This record does not assert independent reproduction. ### FLAIR Average Score: 73.5. Result ID: 699e4e755698665ec40d378d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uses foundation model":true}. This record does not assert independent reproduction. ### SHOT Average Score: 72.1. Result ID: 699e4e755698665ec40d378f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Uses foundation model":false}. This record does not assert independent reproduction. ### COWA Average Score: 70.4. Result ID: 699e4e755698665ec40d3790. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Uses foundation model":false}. This record does not assert independent reproduction. ### Source Average Score: 64.5. Result ID: 699e4e755698665ec40d378c. [Reporting paper]() Recorded evaluation configuration: {"Uses foundation model":null}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.