# Image Classification on ImageNet UnBiased 1k Source: [Image Classification on ImageNet UnBiased 1k]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:04.960Z Evaluation of Image Classification performance on the ImageNet UnBiased 1k dataset, typically reporting accuracy metrics. 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 | Image Classification | | Dataset (including any stated split) | ImageNet UnBiased 1k | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | PoE\_Temps | 94.5 | Not recorded | 68fa6b341e209131cea2cdc0 | | DRiFt | 94.4 | Not recorded | 68fa6b341e209131cea2cdc0 | | DRiFt\_Temps | 94.4 | Not recorded | 68fa6b341e209131cea2cdc0 | | PoE | 94.3 | Not recorded | 68fa6b341e209131cea2cdc0 | | PoE\_Dirichlet | 94.3 | Not recorded | 68fa6b341e209131cea2cdc0 | | DRiFt\_Dirichlet | 94.3 | Not recorded | 68fa6b341e209131cea2cdc0 | | InvR\_Dirichlet | 94.2 | Not recorded | 68fa6b341e209131cea2cdc0 | | InvR | 94.1 | Not recorded | 68fa6b341e209131cea2cdc0 | | InvR\_Temps | 93.8 | Not recorded | 68fa6b341e209131cea2cdc0 | | LMin\_Dirichlet | 90.9 | Not recorded | 68fa6b341e209131cea2cdc0 | | LMin\_Temps | 90.6 | Not recorded | 68fa6b341e209131cea2cdc0 | | LMin | 90.5 | Not recorded | 68fa6b341e209131cea2cdc0 | ### PoE\_Temps Accuracy: 94.5. Result ID: 698e7112ffc3901de09d9e91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ensembling strategy":"Product of Experts","Calibrator":"Temperature Scaling","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### DRiFt Accuracy: 94.4. Result ID: 698e7112ffc3901de09d9e93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ensembling strategy":"DRiFt","Calibrator":"None","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### DRiFt\_Temps Accuracy: 94.4. Result ID: 698e7112ffc3901de09d9e94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ensembling strategy":"DRiFt","Calibrator":"Temperature Scaling","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### PoE Accuracy: 94.3. Result ID: 698e7112ffc3901de09d9e90. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Ensembling strategy":"Product of Experts","Calibrator":"None","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### PoE\_Dirichlet Accuracy: 94.3. Result ID: 698e7112ffc3901de09d9e92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ensembling strategy":"Product of Experts","Calibrator":"Dirichlet","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### DRiFt\_Dirichlet Accuracy: 94.3. Result ID: 698e7112ffc3901de09d9e95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ensembling strategy":"DRiFt","Calibrator":"Dirichlet","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### InvR\_Dirichlet Accuracy: 94.2. Result ID: 698e7112ffc3901de09d9e98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ensembling strategy":"Inverse-Risk","Calibrator":"Dirichlet","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### InvR Accuracy: 94.1. Result ID: 698e7112ffc3901de09d9e96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ensembling strategy":"Inverse-Risk","Calibrator":"None","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### InvR\_Temps Accuracy: 93.8. Result ID: 698e7112ffc3901de09d9e97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ensembling strategy":"Inverse-Risk","Calibrator":"Temperature Scaling","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### LMin\_Dirichlet Accuracy: 90.9. Result ID: 698e7112ffc3901de09d9e9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ensembling strategy":"Learned-Mixin","Calibrator":"Dirichlet","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### LMin\_Temps Accuracy: 90.6. Result ID: 698e7112ffc3901de09d9e9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ensembling strategy":"Learned-Mixin","Calibrator":"Temperature Scaling","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### LMin Accuracy: 90.5. Result ID: 698e7112ffc3901de09d9e99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ensembling strategy":"Learned-Mixin","Calibrator":"None","Backbone":"ResNet-50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.