# Image Classification on CIFAR-100 (Error Rate and Calibration) Source: [Image Classification on CIFAR-100 (Error Rate and Calibration)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:20.619Z Evaluation of standard Image Classification performance on the CIFAR-100 dataset, reporting the overall Error Rate alongside specific Expected Calibration Error (ECE) metrics (smooth, empirical, and weighted). 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) | CIFAR-100 | | 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. - [Smooth ECE](): Lower is better; unit: PERCENT. - [Empirical ECE](): Lower is better; unit: PERCENT. - [Weighted ECE](): Lower is better; unit: PERCENT. ## Recorded results | Method | Error Rate | Result date | Report paper | | --- | --- | --- | --- | | Dir | 22.86 | Not recorded | 68fa79551e209131cea7d20f | | Dir | 22.89 | Not recorded | 68fa79551e209131cea7d20f | | Uncal | 22.96 | Not recorded | 68fa79551e209131cea7d20f | | Uncal | 22.96 | Not recorded | 68fa79551e209131cea7d20f | | TS | 22.96 | Not recorded | 68fa79551e209131cea7d20f | | TS | 22.96 | Not recorded | 68fa79551e209131cea7d20f | | IBTS/PTS | 22.96 | Not recorded | 68fa79551e209131cea7d20f | | IBTS/PTS | 22.96 | Not recorded | 68fa79551e209131cea7d20f | | ETS | 22.96 | Not recorded | 68fa79551e209131cea7d20f | | ETS | 22.96 | Not recorded | 68fa79551e209131cea7d20f | | DPB | 23.07 | Not recorded | 68fa79551e209131cea7d20f | | NC | 23.32 | Not recorded | 68fa79551e209131cea7d20f | | NC | 23.33 | Not recorded | 68fa79551e209131cea7d20f | | T&A | 23.33 | Not recorded | 68fa79551e209131cea7d20f | | T&A | 23.36 | Not recorded | 68fa79551e209131cea7d20f | | FC | 23.63 | Not recorded | 68fa79551e209131cea7d20f | ### Dir Error Rate: 22.86. Result ID: 699e40c45698665ec4fde9f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DenseNet-121","Configuration":"Base"}. This record does not assert independent reproduction. ### Dir Error Rate: 22.89. Result ID: 699e40c45698665ec4fde9f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DenseNet-121","Configuration":"+PB"}. This record does not assert independent reproduction. ### Uncal Error Rate: 22.96. Result ID: 699e40c45698665ec4fde9f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DenseNet-121","Configuration":"Base"}. This record does not assert independent reproduction. ### Uncal Error Rate: 22.96. Result ID: 699e40c45698665ec4fde9f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DenseNet-121","Configuration":"+PB"}. This record does not assert independent reproduction. ### TS Error Rate: 22.96. Result ID: 699e40c45698665ec4fde9f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DenseNet-121","Configuration":"Base"}. This record does not assert independent reproduction. ### TS Error Rate: 22.96. Result ID: 699e40c45698665ec4fde9f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DenseNet-121","Configuration":"+PB"}. This record does not assert independent reproduction. ### IBTS/PTS Error Rate: 22.96. Result ID: 699e40c45698665ec4fde9f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DenseNet-121","Configuration":"Base"}. This record does not assert independent reproduction. ### IBTS/PTS Error Rate: 22.96. Result ID: 699e40c45698665ec4fde9f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DenseNet-121","Configuration":"+PB"}. This record does not assert independent reproduction. ### ETS Error Rate: 22.96. Result ID: 699e40c45698665ec4fde9f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DenseNet-121","Configuration":"Base"}. This record does not assert independent reproduction. ### ETS Error Rate: 22.96. Result ID: 699e40c45698665ec4fde9f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DenseNet-121","Configuration":"+PB"}. This record does not assert independent reproduction. ### DPB Error Rate: 23.07. Result ID: 699e40c45698665ec4fde9ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DenseNet-121"}. This record does not assert independent reproduction. ### NC Error Rate: 23.32. Result ID: 699e40c45698665ec4fde9fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DenseNet-121","Configuration":"+PB"}. This record does not assert independent reproduction. ### NC Error Rate: 23.33. Result ID: 699e40c45698665ec4fde9fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DenseNet-121","Configuration":"Base"}. This record does not assert independent reproduction. ### T&A Error Rate: 23.33. Result ID: 699e40c45698665ec4fde9fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DenseNet-121","Configuration":"+PB"}. This record does not assert independent reproduction. ### T&A Error Rate: 23.36. Result ID: 699e40c45698665ec4fde9fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DenseNet-121","Configuration":"Base"}. This record does not assert independent reproduction. ### FC Error Rate: 23.63. Result ID: 699e40c45698665ec4fde9fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DenseNet-121"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.