# Accuracy Estimation on ImageNet Source: [Accuracy Estimation on ImageNet]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:49:06.427Z Evaluation of model performance in estimating accuracy on the ImageNet 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) | ImageNet | | 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 | | --- | --- | --- | --- | | MANO | 0.695 | Not recorded | 68fa75d01e209131cea69ff5 | | COT | 0.705 | Not recorded | 68fa75d01e209131cea69ff5 | | MANO | 1.057 | Not recorded | 68fa75d01e209131cea69ff5 | | MANO | 1.388 | Not recorded | 68fa75d01e209131cea69ff5 | | COT | 1.796 | Not recorded | 68fa75d01e209131cea69ff5 | | ATC | 2.503 | Not recorded | 68fa75d01e209131cea69ff5 | | COT | 2.564 | Not recorded | 68fa75d01e209131cea69ff5 | | Dispersion | 2.602 | Not recorded | 68fa75d01e209131cea69ff5 | | Nuclear | 2.679 | Not recorded | 68fa75d01e209131cea69ff5 | | ATC | 2.911 | Not recorded | 68fa75d01e209131cea69ff5 | | ConfScore | 2.99 | Not recorded | 68fa75d01e209131cea69ff5 | | Nuclear | 3.203 | Not recorded | 68fa75d01e209131cea69ff5 | | Fréchet | 3.242 | Not recorded | 68fa75d01e209131cea69ff5 | | ConfScore | 3.325 | Not recorded | 68fa75d01e209131cea69ff5 | | Entropy | 3.357 | Not recorded | 68fa75d01e209131cea69ff5 | | ATC | 3.388 | Not recorded | 68fa75d01e209131cea69ff5 | | ConfScore | 3.616 | Not recorded | 68fa75d01e209131cea69ff5 | | Fréchet | 3.75 | Not recorded | 68fa75d01e209131cea69ff5 | | Entropy | 3.812 | Not recorded | 68fa75d01e209131cea69ff5 | | Nuclear | 4.091 | Not recorded | 68fa75d01e209131cea69ff5 | | Entropy | 4.132 | Not recorded | 68fa75d01e209131cea69ff5 | | MDE | 4.818 | Not recorded | 68fa75d01e209131cea69ff5 | | Fréchet | 5.21 | Not recorded | 68fa75d01e209131cea69ff5 | | MDE | 6.346 | Not recorded | 68fa75d01e209131cea69ff5 | | MDE | 6.755 | Not recorded | 68fa75d01e209131cea69ff5 | | Dispersion | 7.318 | Not recorded | 68fa75d01e209131cea69ff5 | | Dispersion | 10.05 | Not recorded | 68fa75d01e209131cea69ff5 | ### MANO MAE: 0.695. Result ID: 6993e6c53a6c3148491953bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### COT MAE: 0.705. Result ID: 6993e6c53a6c3148491953a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### MANO MAE: 1.057. Result ID: 6993e6c53a6c3148491953aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### MANO MAE: 1.388. Result ID: 6993e6c53a6c3148491953b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### COT MAE: 1.796. Result ID: 6993e6c53a6c3148491953b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### ATC MAE: 2.503. Result ID: 6993e6c53a6c3148491953a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### COT MAE: 2.564. Result ID: 6993e6c53a6c3148491953ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### Dispersion MAE: 2.602. Result ID: 6993e6c53a6c3148491953a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### Nuclear MAE: 2.679. Result ID: 6993e6c53a6c3148491953a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### ATC MAE: 2.911. Result ID: 6993e6c53a6c3148491953ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### ConfScore MAE: 2.99. Result ID: 6993e6c53a6c3148491953b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### Nuclear MAE: 3.203. Result ID: 6993e6c53a6c3148491953b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### Fréchet MAE: 3.242. Result ID: 6993e6c53a6c3148491953ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### ConfScore MAE: 3.325. Result ID: 6993e6c53a6c3148491953ab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### Entropy MAE: 3.357. Result ID: 6993e6c53a6c3148491953ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### ATC MAE: 3.388. Result ID: 6993e6c53a6c3148491953b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### ConfScore MAE: 3.616. Result ID: 6993e6c53a6c3148491953a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### Fréchet MAE: 3.75. Result ID: 6993e6c53a6c3148491953a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### Entropy MAE: 3.812. Result ID: 6993e6c53a6c3148491953a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### Nuclear MAE: 4.091. Result ID: 6993e6c53a6c3148491953bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### Entropy MAE: 4.132. Result ID: 6993e6c53a6c3148491953b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### MDE MAE: 4.818. Result ID: 6993e6c53a6c3148491953a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet18"}. This record does not assert independent reproduction. ### Fréchet MAE: 5.21. Result ID: 6993e6c53a6c3148491953b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### MDE MAE: 6.346. Result ID: 6993e6c53a6c3148491953b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### MDE MAE: 6.755. Result ID: 6993e6c53a6c3148491953b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"WRN-50-2"}. This record does not assert independent reproduction. ### Dispersion MAE: 7.318. Result ID: 6993e6c53a6c3148491953af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ResNet50"}. This record does not assert independent reproduction. ### Dispersion MAE: 10.05. Result ID: 6993e6c53a6c3148491953b8. [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.