# Image Classification on ImageNet-1K (Error Rate and ECE Metrics) Source: [Image Classification on ImageNet-1K (Error Rate and ECE Metrics)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:20.637Z Evaluation of Image Classification performance on the ImageNet-1K dataset, focusing on calibration and uncertainty metrics such as Error Rate and Expected Calibration Error (ECE). 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-1K | | Metric | Error Rate | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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 - [Error Rate](): Lower is better; unit: PERCENT. - [ECE (Small)](): Lower is better; unit: PERCENT. - [ECE (Average)](): Lower is better; unit: PERCENT. - [ECE (Weighted)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Error Rate | Result date | Report paper | | --- | --- | --- | --- | | T&A | 18.93 | Not recorded | 68fa79551e209131cea7d20f | | T&A | 18.93 | Not recorded | 68fa79551e209131cea7d20f | | Uncal | 18.94 | Not recorded | 68fa79551e209131cea7d20f | | Uncal | 18.94 | Not recorded | 68fa79551e209131cea7d20f | | TS | 18.94 | Not recorded | 68fa79551e209131cea7d20f | | TS | 18.94 | Not recorded | 68fa79551e209131cea7d20f | | IBTS/PTS | 18.94 | Not recorded | 68fa79551e209131cea7d20f | | IBTS/PTS | 18.94 | Not recorded | 68fa79551e209131cea7d20f | | ETS | 18.94 | Not recorded | 68fa79551e209131cea7d20f | | ETS | 18.94 | Not recorded | 68fa79551e209131cea7d20f | | NC | 18.94 | Not recorded | 68fa79551e209131cea7d20f | | NC | 18.94 | Not recorded | 68fa79551e209131cea7d20f | | FC | 18.94 | Not recorded | 68fa79551e209131cea7d20f | | DPB | 19.03 | Not recorded | 68fa79551e209131cea7d20f | | Dir | 19.17 | Not recorded | 68fa79551e209131cea7d20f | | Dir | 19.18 | Not recorded | 68fa79551e209131cea7d20f | ### T&A Error Rate: 18.93. Result ID: 699e40c45698665ec4fdea1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B/16","Configuration":"Base"}. This record does not assert independent reproduction. ### T&A Error Rate: 18.93. Result ID: 699e40c45698665ec4fdea1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B/16","Configuration":"+PB"}. This record does not assert independent reproduction. ### Uncal Error Rate: 18.94. Result ID: 699e40c45698665ec4fdea10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B/16","Configuration":"Base"}. This record does not assert independent reproduction. ### Uncal Error Rate: 18.94. Result ID: 699e40c45698665ec4fdea11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B/16","Configuration":"+PB"}. This record does not assert independent reproduction. ### TS Error Rate: 18.94. Result ID: 699e40c45698665ec4fdea12. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B/16","Configuration":"Base"}. This record does not assert independent reproduction. ### TS Error Rate: 18.94. Result ID: 699e40c45698665ec4fdea13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B/16","Configuration":"+PB"}. This record does not assert independent reproduction. ### IBTS/PTS Error Rate: 18.94. Result ID: 699e40c45698665ec4fdea14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B/16","Configuration":"Base"}. This record does not assert independent reproduction. ### IBTS/PTS Error Rate: 18.94. Result ID: 699e40c45698665ec4fdea15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B/16","Configuration":"+PB"}. This record does not assert independent reproduction. ### ETS Error Rate: 18.94. Result ID: 699e40c45698665ec4fdea16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B/16","Configuration":"Base"}. This record does not assert independent reproduction. ### ETS Error Rate: 18.94. Result ID: 699e40c45698665ec4fdea17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B/16","Configuration":"+PB"}. This record does not assert independent reproduction. ### NC Error Rate: 18.94. Result ID: 699e40c45698665ec4fdea1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B/16","Configuration":"Base"}. This record does not assert independent reproduction. ### NC Error Rate: 18.94. Result ID: 699e40c45698665ec4fdea1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B/16","Configuration":"+PB"}. This record does not assert independent reproduction. ### FC Error Rate: 18.94. Result ID: 699e40c45698665ec4fdea1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B/16"}. This record does not assert independent reproduction. ### DPB Error Rate: 19.03. Result ID: 699e40c45698665ec4fdea1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B/16"}. This record does not assert independent reproduction. ### Dir Error Rate: 19.17. Result ID: 699e40c45698665ec4fdea18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B/16","Configuration":"Base"}. This record does not assert independent reproduction. ### Dir Error Rate: 19.18. Result ID: 699e40c45698665ec4fdea19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B/16","Configuration":"+PB"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.