# Image Classification on CIFAR-100 (test) (Accuracy, Calibration, and Detection Metrics) Source: [Image Classification on CIFAR-100 (test) (Accuracy, Calibration, and Detection Metrics)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:22.060Z Evaluation of Image Classification performance on the CIFAR-100 test set, reporting standard accuracy, negative log-likelihood (NLL), expected calibration error (ECE), AUPR, AUC, and FPR95. 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 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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. - [NLL](): Lower is better; unit: SCALAR. - [ECE](): Lower is better; unit: PERCENT. - [AUPR](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. - [FPR@95](): Lower is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Deep Ensembles | 82.5 | Not recorded | 68fa71ad1e209131cea527f6 | | BatchEnsemble | 82.3 | Not recorded | 68fa71ad1e209131cea527f6 | | Deep Ensembles | 80.9 | Not recorded | 68fa71ad1e209131cea527f6 | | ABNN | 80.4 | Not recorded | 68fa71ad1e209131cea527f6 | | Single Model | 80.3 | Not recorded | 68fa71ad1e209131cea527f6 | | MIMO (ρ = 1) | 80.2 | Not recorded | 68fa71ad1e209131cea527f6 | | Laplace | 80.1 | Not recorded | 68fa71ad1e209131cea527f6 | | LPBNN | 79.7 | Not recorded | 68fa71ad1e209131cea527f6 | | MIMO (ρ = 1) | 79 | Not recorded | 68fa71ad1e209131cea527f6 | | ABNN | 78.9 | Not recorded | 68fa71ad1e209131cea527f6 | | LPBNN | 78.5 | Not recorded | 68fa71ad1e209131cea527f6 | | Single Model | 78.3 | Not recorded | 68fa71ad1e209131cea527f6 | | Laplace | 78.2 | Not recorded | 68fa71ad1e209131cea527f6 | | BatchEnsemble | 66.6 | Not recorded | 68fa71ad1e209131cea527f6 | ### Deep Ensembles Accuracy: 82.5. Result ID: 6991db4d3a6c3148490b07d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WideResNet-28×10","ΔParam":109.64,"Time (h)":16.6,"M":4}. This record does not assert independent reproduction. ### BatchEnsemble Accuracy: 82.3. Result ID: 6991db4d3a6c3148490b07ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WideResNet-28×10","ΔParam":0.1,"Time (h)":25.6,"M":4}. This record does not assert independent reproduction. ### Deep Ensembles Accuracy: 80.9. Result ID: 6991db4d3a6c3148490b07ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","ΔParam":71.12,"Time (h)":6.8,"M":4}. This record does not assert independent reproduction. ### ABNN Accuracy: 80.4. Result ID: 6991db4d3a6c3148490b07d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WideResNet-28×10","ΔParam":0.05,"Time (h)":5,"M":4}. This record does not assert independent reproduction. ### Single Model Accuracy: 80.3. Result ID: 6991db4d3a6c3148490b07cd. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WideResNet-28×10","ΔParam":null,"Time (h)":4.2}. This record does not assert independent reproduction. ### MIMO (ρ = 1) Accuracy: 80.2. Result ID: 6991db4d3a6c3148490b07cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WideResNet-28×10","ΔParam":0.19,"Time (h)":12.6,"M":4}. This record does not assert independent reproduction. ### Laplace Accuracy: 80.1. Result ID: 6991db4d3a6c3148490b07d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WideResNet-28×10","ΔParam":null,"Time (h)":4.2,"M":4}. This record does not assert independent reproduction. ### LPBNN Accuracy: 79.7. Result ID: 6991db4d3a6c3148490b07d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WideResNet-28×10","ΔParam":0.72,"Time (h)":23.3,"M":4}. This record does not assert independent reproduction. ### MIMO (ρ = 1) Accuracy: 79. Result ID: 6991db4d3a6c3148490b07c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","ΔParam":0.63,"Time (h)":6.7,"M":4}. This record does not assert independent reproduction. ### ABNN Accuracy: 78.9. Result ID: 6991db4d3a6c3148490b07cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","ΔParam":0.16,"Time (h)":2,"M":4}. This record does not assert independent reproduction. ### LPBNN Accuracy: 78.5. Result ID: 6991db4d3a6c3148490b07c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","ΔParam":1.83,"Time (h)":17.2,"M":4}. This record does not assert independent reproduction. ### Single Model Accuracy: 78.3. Result ID: 6991db4d3a6c3148490b07c6. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","ΔParam":null,"Time (h)":1.7}. This record does not assert independent reproduction. ### Laplace Accuracy: 78.2. Result ID: 6991db4d3a6c3148490b07cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","ΔParam":null,"Time (h)":1.7,"M":4}. This record does not assert independent reproduction. ### BatchEnsemble Accuracy: 66.6. Result ID: 6991db4d3a6c3148490b07c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","ΔParam":0.11,"Time (h)":17.2,"M":4}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.