# Ordinal Classification on Adience official (test) Source: [Ordinal Classification on Adience official (test)]() Collection index: [llms.txt]() Data updated: 2026-05-19T10:22:14.789Z Evaluation of Ordinal Classification performance on the test split of the Adience dataset, reporting 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) | Adience 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: SCALAR. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | ORDACC | 0.4929 | Not recorded | 68fa7b051e209131cea86420 | | ORDACR | 0.5018 | Not recorded | 68fa7b051e209131cea86420 | | ORDACR | 0.5366 | Not recorded | 68fa7b051e209131cea86420 | | ORDAC | 0.5585 | Not recorded | 68fa7b051e209131cea86420 | | ORDACC | 0.5642 | Not recorded | 68fa7b051e209131cea86420 | | ORDACR | 0.6283 | Not recorded | 68fa7b051e209131cea86420 | | DLDL-v2 | 0.6343 | Not recorded | 68fa7b051e209131cea86420 | | ORDAC | 0.6463 | Not recorded | 68fa7b051e209131cea86420 | | ORDACC | 0.6637 | Not recorded | 68fa7b051e209131cea86420 | | CORAL | 0.664 | Not recorded | 68fa7b051e209131cea86420 | | ORDAC | 0.7192 | Not recorded | 68fa7b051e209131cea86420 | | DLDL-v2 | 0.7618 | Not recorded | 68fa7b051e209131cea86420 | | CORAL | 0.8349 | Not recorded | 68fa7b051e209131cea86420 | | DLDL-v2 | 0.8649 | Not recorded | 68fa7b051e209131cea86420 | | CORAL | 1.0427 | Not recorded | 68fa7b051e209131cea86420 | ### ORDACC MAE: 0.4929. Result ID: 6a0c3991fbc373592c02ed1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.0","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ORDACR MAE: 0.5018. Result ID: 6a0c3991fbc373592c02ed1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.0","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ORDACR MAE: 0.5366. Result ID: 6a0c3991fbc373592c02ed21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.2","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ORDAC MAE: 0.5585. Result ID: 6a0c3991fbc373592c02ed1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.0","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ORDACC MAE: 0.5642. Result ID: 6a0c3991fbc373592c02ed20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.2","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ORDACR MAE: 0.6283. Result ID: 6a0c3991fbc373592c02ed26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.4","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### DLDL-v2 MAE: 0.6343. Result ID: 6a0c3991fbc373592c02ed19. [Reporting paper]() Recorded evaluation configuration: {"tau":"0.0","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ORDAC MAE: 0.6463. Result ID: 6a0c3991fbc373592c02ed1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.2","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ORDACC MAE: 0.6637. Result ID: 6a0c3991fbc373592c02ed25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.4","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### CORAL MAE: 0.664. Result ID: 6a0c3991fbc373592c02ed18. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"tau":"0.0","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ORDAC MAE: 0.7192. Result ID: 6a0c3991fbc373592c02ed24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tau":"0.4","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### DLDL-v2 MAE: 0.7618. Result ID: 6a0c3991fbc373592c02ed1e. [Reporting paper]() Recorded evaluation configuration: {"tau":"0.2","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### CORAL MAE: 0.8349. Result ID: 6a0c3991fbc373592c02ed1d. [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: 0.8649. Result ID: 6a0c3991fbc373592c02ed23. [Reporting paper]() Recorded evaluation configuration: {"tau":"0.4","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### CORAL MAE: 1.0427. Result ID: 6a0c3991fbc373592c02ed22. [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.