# Accuracy Estimation on Office-Home (MAE) Source: [Accuracy Estimation on Office-Home (MAE)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:49:06.443Z Evaluation of model accuracy estimation capabilities on the Office-Home dataset, measured using Mean Absolute Error (MAE). 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 | Accuracy Estimation | | Dataset (including any stated split) | Office-Home | | Metric | MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 27 of 27 | | 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. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | COT | 0.602 | Not recorded | 68fa75d01e209131cea69ff5 | | COT | 0.73 | Not recorded | 68fa75d01e209131cea69ff5 | | ConfScore | 0.855 | Not recorded | 68fa75d01e209131cea69ff5 | | MANO | 0.88 | Not recorded | 68fa75d01e209131cea69ff5 | | Nuclear | 0.885 | Not recorded | 68fa75d01e209131cea69ff5 | | Fréchet | 0.924 | Not recorded | 68fa75d01e209131cea69ff5 | | Fréchet | 1.254 | Not recorded | 68fa75d01e209131cea69ff5 | | Fréchet | 1.404 | Not recorded | 68fa75d01e209131cea69ff5 | | Entropy | 1.874 | Not recorded | 68fa75d01e209131cea69ff5 | | ConfScore | 1.987 | Not recorded | 68fa75d01e209131cea69ff5 | | Nuclear | 2.176 | Not recorded | 68fa75d01e209131cea69ff5 | | COT | 2.382 | Not recorded | 68fa75d01e209131cea69ff5 | | ConfScore | 2.607 | Not recorded | 68fa75d01e209131cea69ff5 | | Nuclear | 2.764 | Not recorded | 68fa75d01e209131cea69ff5 | | Entropy | 2.878 | Not recorded | 68fa75d01e209131cea69ff5 | | Entropy | 3.933 | Not recorded | 68fa75d01e209131cea69ff5 | | MANO | 3.995 | Not recorded | 68fa75d01e209131cea69ff5 | | MANO | 4.33 | Not recorded | 68fa75d01e209131cea69ff5 | | Dispersion | 7.285 | Not recorded | 68fa75d01e209131cea69ff5 | | ATC | 7.509 | Not recorded | 68fa75d01e209131cea69ff5 | | Dispersion | 7.591 | Not recorded | 68fa75d01e209131cea69ff5 | | MDE | 7.974 | Not recorded | 68fa75d01e209131cea69ff5 | | Dispersion | 7.976 | Not recorded | 68fa75d01e209131cea69ff5 | | MDE | 8.228 | Not recorded | 68fa75d01e209131cea69ff5 | | MDE | 9.374 | Not recorded | 68fa75d01e209131cea69ff5 | | ATC | 10.014 | Not recorded | 68fa75d01e209131cea69ff5 | | ATC | 11.272 | Not recorded | 68fa75d01e209131cea69ff5 | ### COT MAE: 0.602. Result ID: 6993e6c53a6c3148491953c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### COT MAE: 0.73. Result ID: 6993e6c53a6c3148491953cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### ConfScore MAE: 0.855. Result ID: 6993e6c53a6c3148491953c6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### MANO MAE: 0.88. Result ID: 6993e6c53a6c3148491953c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### Nuclear MAE: 0.885. Result ID: 6993e6c53a6c3148491953c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### Fréchet MAE: 0.924. Result ID: 6993e6c53a6c3148491953d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### Fréchet MAE: 1.254. Result ID: 6993e6c53a6c3148491953c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### Fréchet MAE: 1.404. Result ID: 6993e6c53a6c3148491953c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### Entropy MAE: 1.874. Result ID: 6993e6c53a6c3148491953c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### ConfScore MAE: 1.987. Result ID: 6993e6c53a6c3148491953bd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### Nuclear MAE: 2.176. Result ID: 6993e6c53a6c3148491953cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### COT MAE: 2.382. Result ID: 6993e6c53a6c3148491953d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### ConfScore MAE: 2.607. Result ID: 6993e6c53a6c3148491953cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### Nuclear MAE: 2.764. Result ID: 6993e6c53a6c3148491953d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### Entropy MAE: 2.878. Result ID: 6993e6c53a6c3148491953be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### Entropy MAE: 3.933. Result ID: 6993e6c53a6c3148491953d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### MANO MAE: 3.995. Result ID: 6993e6c53a6c3148491953ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### MANO MAE: 4.33. Result ID: 6993e6c53a6c3148491953d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### Dispersion MAE: 7.285. Result ID: 6993e6c53a6c3148491953ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### ATC MAE: 7.509. Result ID: 6993e6c53a6c3148491953c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### Dispersion MAE: 7.591. Result ID: 6993e6c53a6c3148491953d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### MDE MAE: 7.974. Result ID: 6993e6c53a6c3148491953d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### Dispersion MAE: 7.976. Result ID: 6993e6c53a6c3148491953c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### MDE MAE: 8.228. Result ID: 6993e6c53a6c3148491953c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### MDE MAE: 9.374. Result ID: 6993e6c53a6c3148491953cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### ATC MAE: 10.014. Result ID: 6993e6c53a6c3148491953bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### ATC MAE: 11.272. Result ID: 6993e6c53a6c3148491953d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.