# Unsupervised Accuracy Estimation on Office-Home Source: [Unsupervised Accuracy Estimation on Office-Home]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:00:52.918Z Evaluation of model accuracy estimation capabilities on the Office-Home dataset under unsupervised conditions, reporting metrics such as R-squared (R^2) and associated p-values. 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 | Unsupervised Accuracy Estimation | | Dataset (including any stated split) | Office-Home | | Metric | R^2 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 36 of 36 | | 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 - [R^2](): Higher is better; unit: SCALAR. - [p-value](): Lower is better; unit: SCALAR. ## Recorded results | Method | R^2 | Result date | Report paper | | --- | --- | --- | --- | | MANO | 0.926 | Not recorded | 68fa75d01e209131cea69ff5 | | COT | 0.863 | Not recorded | 68fa75d01e209131cea69ff5 | | COT | 0.863 | Not recorded | 68fa75d01e209131cea69ff5 | | Rotation | 0.851 | Not recorded | 68fa75d01e209131cea69ff5 | | MANO | 0.838 | Not recorded | 68fa75d01e209131cea69ff5 | | Rotation | 0.823 | Not recorded | 68fa75d01e209131cea69ff5 | | Rotation | 0.822 | Not recorded | 68fa75d01e209131cea69ff5 | | MANO | 0.8 | Not recorded | 68fa75d01e209131cea69ff5 | | ConfScore | 0.795 | Not recorded | 68fa75d01e209131cea69ff5 | | ConfScore | 0.769 | Not recorded | 68fa75d01e209131cea69ff5 | | Nuclear | 0.766 | Not recorded | 68fa75d01e209131cea69ff5 | | COT | 0.762 | Not recorded | 68fa75d01e209131cea69ff5 | | Entropy | 0.761 | Not recorded | 68fa75d01e209131cea69ff5 | | Entropy | 0.742 | Not recorded | 68fa75d01e209131cea69ff5 | | ConfScore | 0.741 | Not recorded | 68fa75d01e209131cea69ff5 | | Nuclear | 0.731 | Not recorded | 68fa75d01e209131cea69ff5 | | Entropy | 0.696 | Not recorded | 68fa75d01e209131cea69ff5 | | Nuclear | 0.692 | Not recorded | 68fa75d01e209131cea69ff5 | | Fréchet | 0.607 | Not recorded | 68fa75d01e209131cea69ff5 | | Fréchet | 0.605 | Not recorded | 68fa75d01e209131cea69ff5 | | Fréchet | 0.589 | Not recorded | 68fa75d01e209131cea69ff5 | | ATC | 0.571 | Not recorded | 68fa75d01e209131cea69ff5 | | ATC | 0.487 | Not recorded | 68fa75d01e209131cea69ff5 | | Dispersion | 0.456 | Not recorded | 68fa75d01e209131cea69ff5 | | Dispersion | 0.453 | Not recorded | 68fa75d01e209131cea69ff5 | | Dispersion | 0.383 | Not recorded | 68fa75d01e209131cea69ff5 | | ATC | 0.383 | Not recorded | 68fa75d01e209131cea69ff5 | | MDE | 0.342 | Not recorded | 68fa75d01e209131cea69ff5 | | MDE | 0.342 | Not recorded | 68fa75d01e209131cea69ff5 | | MDE | 0.331 | Not recorded | 68fa75d01e209131cea69ff5 | | ProjNorm | 0.172 | Not recorded | 68fa75d01e209131cea69ff5 | | ProjNorm | 0.169 | Not recorded | 68fa75d01e209131cea69ff5 | | AgreeScore | 0.132 | Not recorded | 68fa75d01e209131cea69ff5 | | ProjNorm | 0.064 | Not recorded | 68fa75d01e209131cea69ff5 | | AgreeScore | 0.054 | Not recorded | 68fa75d01e209131cea69ff5 | | AgreeScore | 0.026 | Not recorded | 68fa75d01e209131cea69ff5 | ### MANO R^2: 0.926. Result ID: 6993e6c53a6c3148491952f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### COT R^2: 0.863. Result ID: 6993e6c53a6c3148491952ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### COT R^2: 0.863. Result ID: 6993e6c53a6c314849195306. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### Rotation R^2: 0.851. Result ID: 6993e6c53a6c3148491952f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### MANO R^2: 0.838. Result ID: 6993e6c53a6c3148491952fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### Rotation R^2: 0.823. Result ID: 6993e6c53a6c3148491952fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### Rotation R^2: 0.822. Result ID: 6993e6c53a6c3148491952e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### MANO R^2: 0.8. Result ID: 6993e6c53a6c314849195308. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### ConfScore R^2: 0.795. Result ID: 6993e6c53a6c3148491952e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### ConfScore R^2: 0.769. Result ID: 6993e6c53a6c3148491952f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### Nuclear R^2: 0.766. Result ID: 6993e6c53a6c314849195307. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### COT R^2: 0.762. Result ID: 6993e6c53a6c3148491952fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### Entropy R^2: 0.761. Result ID: 6993e6c53a6c3148491952e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### Entropy R^2: 0.742. Result ID: 6993e6c53a6c3148491952f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### ConfScore R^2: 0.741. Result ID: 6993e6c53a6c3148491952fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### Nuclear R^2: 0.731. Result ID: 6993e6c53a6c3148491952fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### Entropy R^2: 0.696. Result ID: 6993e6c53a6c3148491952ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### Nuclear R^2: 0.692. Result ID: 6993e6c53a6c3148491952ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### Fréchet R^2: 0.607. Result ID: 6993e6c53a6c3148491952f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### Fréchet R^2: 0.605. Result ID: 6993e6c53a6c3148491952ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### Fréchet R^2: 0.589. Result ID: 6993e6c53a6c314849195302. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### ATC R^2: 0.571. Result ID: 6993e6c53a6c3148491952e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### ATC R^2: 0.487. Result ID: 6993e6c53a6c3148491952f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### Dispersion R^2: 0.456. Result ID: 6993e6c53a6c314849195303. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### Dispersion R^2: 0.453. Result ID: 6993e6c53a6c3148491952eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### Dispersion R^2: 0.383. Result ID: 6993e6c53a6c3148491952f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### ATC R^2: 0.383. Result ID: 6993e6c53a6c314849195301. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### MDE R^2: 0.342. Result ID: 6993e6c53a6c3148491952f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### MDE R^2: 0.342. Result ID: 6993e6c53a6c314849195305. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### MDE R^2: 0.331. Result ID: 6993e6c53a6c3148491952ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### ProjNorm R^2: 0.172. Result ID: 6993e6c53a6c314849195304. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### ProjNorm R^2: 0.169. Result ID: 6993e6c53a6c3148491952f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### AgreeScore R^2: 0.132. Result ID: 6993e6c53a6c314849195300. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"WRN-50-2"}. This record does not assert independent reproduction. ### ProjNorm R^2: 0.064. Result ID: 6993e6c53a6c3148491952ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### AgreeScore R^2: 0.054. Result ID: 6993e6c53a6c3148491952e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet18"}. This record does not assert independent reproduction. ### AgreeScore R^2: 0.026. Result ID: 6993e6c53a6c3148491952f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.