# Ordinal Classification on DR official (test) Source: [Ordinal Classification on DR official (test)]() Collection index: [llms.txt]() Data updated: 2026-05-19T10:22:14.860Z Evaluation of Ordinal Classification performance on the test split of the DR official dataset, measured using metrics like MAE and REC. 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 | Ordinal Classification | | Dataset (including any stated split) | DR official (test) | | Metric | MAE | | Unit | SCALAR | | Direction | Lower 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 - [MAE](): Lower is better; unit: SCALAR. - [REC](): Higher is better; unit: PERCENT. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | ORDAC | 0.6826 | Not recorded | 68fa7b051e209131cea86420 | | ORDACR | 0.6924 | Not recorded | 68fa7b051e209131cea86420 | | ORDACC | 0.7084 | Not recorded | 68fa7b051e209131cea86420 | | ORDAC | 0.7114 | Not recorded | 68fa7b051e209131cea86420 | | ORDACR | 0.7246 | Not recorded | 68fa7b051e209131cea86420 | | DLDL-v2 | 0.7324 | Not recorded | 68fa7b051e209131cea86420 | | ORDACC | 0.7362 | Not recorded | 68fa7b051e209131cea86420 | | ORDACR | 0.7436 | Not recorded | 68fa7b051e209131cea86420 | | ORDACC | 0.7567 | Not recorded | 68fa7b051e209131cea86420 | | CORAL | 0.7721 | Not recorded | 68fa7b051e209131cea86420 | | ORDAC | 0.8015 | Not recorded | 68fa7b051e209131cea86420 | | DLDL-v2 | 0.8025 | Not recorded | 68fa7b051e209131cea86420 | | CORAL | 0.8403 | Not recorded | 68fa7b051e209131cea86420 | | DLDL-v2 | 0.8488 | Not recorded | 68fa7b051e209131cea86420 | | CORAL | 0.8595 | Not recorded | 68fa7b051e209131cea86420 | ### ORDAC MAE: 0.6826. Result ID: 6a0c3991fbc373592c02ed29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.0","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ORDACR MAE: 0.6924. Result ID: 6a0c3991fbc373592c02ed2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.0","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ORDACC MAE: 0.7084. Result ID: 6a0c3991fbc373592c02ed2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.0","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ORDAC MAE: 0.7114. Result ID: 6a0c3991fbc373592c02ed2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.2","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ORDACR MAE: 0.7246. Result ID: 6a0c3991fbc373592c02ed30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.2","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### DLDL-v2 MAE: 0.7324. Result ID: 6a0c3991fbc373592c02ed28. [Reporting paper]() Recorded evaluation configuration: {"tau":"0.0","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ORDACC MAE: 0.7362. Result ID: 6a0c3991fbc373592c02ed2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.2","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ORDACR MAE: 0.7436. Result ID: 6a0c3991fbc373592c02ed35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.4","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ORDACC MAE: 0.7567. Result ID: 6a0c3991fbc373592c02ed34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.4","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### CORAL MAE: 0.7721. Result ID: 6a0c3991fbc373592c02ed27. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"tau":"0.0","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ORDAC MAE: 0.8015. Result ID: 6a0c3991fbc373592c02ed33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.4","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### DLDL-v2 MAE: 0.8025. Result ID: 6a0c3991fbc373592c02ed2d. [Reporting paper]() Recorded evaluation configuration: {"tau":"0.2","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### CORAL MAE: 0.8403. Result ID: 6a0c3991fbc373592c02ed2c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"tau":"0.2","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### DLDL-v2 MAE: 0.8488. Result ID: 6a0c3991fbc373592c02ed32. [Reporting paper]() Recorded evaluation configuration: {"tau":"0.4","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### CORAL MAE: 0.8595. Result ID: 6a0c3991fbc373592c02ed31. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"tau":"0.4","Backbone":"ResNet-50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.