# Image Classification on CIFAR-10 (test) (Accuracy, Calibration, and Uncertainty Metrics) Source: [Image Classification on CIFAR-10 (test) (Accuracy, Calibration, and Uncertainty Metrics)]() Collection index: [llms.txt]() Data updated: 2026-03-05T07:47:53.484Z Evaluation of Image Classification performance on the CIFAR-10 test set, reporting standard accuracy alongside key calibration and uncertainty metrics including NLL, ECE, Brier Score, and AUROC. 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-10 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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. - [Brier Score](): Lower is better; unit: SCALAR. - [AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SAM | 92.6 | Not recorded | 69a90def2d603e6de3e40702 | | q-VSGD | 92.6 | Not recorded | 69a90def2d603e6de3e40702 | | q-VSGD | 92.6 | Not recorded | 69a90def2d603e6de3e40702 | | IVON (1-MC) | 92.5 | Not recorded | 69a90def2d603e6de3e40702 | | q-VSGD | 92.5 | Not recorded | 69a90def2d603e6de3e40702 | | q-VSGD | 92.4 | Not recorded | 69a90def2d603e6de3e40702 | | q-VSGD | 92.4 | Not recorded | 69a90def2d603e6de3e40702 | | VSGD | 92.4 | Not recorded | 69a90def2d603e6de3e40702 | | q-VSGD | 92.2 | Not recorded | 69a90def2d603e6de3e40702 | | q-VSGD | 92.1 | Not recorded | 69a90def2d603e6de3e40702 | | q-VSGD | 92.1 | Not recorded | 69a90def2d603e6de3e40702 | | q-VSGD | 92.1 | Not recorded | 69a90def2d603e6de3e40702 | | VSGD | 92.1 | Not recorded | 69a90def2d603e6de3e40702 | | SGD | 92 | Not recorded | 69a90def2d603e6de3e40702 | | q-VSGD | 92 | Not recorded | 69a90def2d603e6de3e40702 | ### SAM Accuracy: 92.6. Result ID: 69a935196dbb7075b952591e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Time":"70s"}. This record does not assert independent reproduction. ### q-VSGD Accuracy: 92.6. Result ID: 69a935196dbb7075b9525925. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Number of Monte-Carlo Samples":"5","q":"0.0","Time":"173s"}. This record does not assert independent reproduction. ### q-VSGD Accuracy: 92.6. Result ID: 69a935196dbb7075b9525928. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Number of Monte-Carlo Samples":"5","q":"0.6","Time":"174s"}. This record does not assert independent reproduction. ### IVON (1-MC) Accuracy: 92.5. Result ID: 69a935196dbb7075b952591d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Number of Monte-Carlo Samples":"1","Time":"43s"}. This record does not assert independent reproduction. ### q-VSGD Accuracy: 92.5. Result ID: 69a935196dbb7075b9525926. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Number of Monte-Carlo Samples":"5","q":"0.2","Time":"173s"}. This record does not assert independent reproduction. ### q-VSGD Accuracy: 92.4. Result ID: 69a935196dbb7075b9525927. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Number of Monte-Carlo Samples":"5","q":"0.4","Time":"174s"}. This record does not assert independent reproduction. ### q-VSGD Accuracy: 92.4. Result ID: 69a935196dbb7075b9525929. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Number of Monte-Carlo Samples":"5","q":"0.8","Time":"182s"}. This record does not assert independent reproduction. ### VSGD Accuracy: 92.4. Result ID: 69a935196dbb7075b952592a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Number of Monte-Carlo Samples":"5","Time":"173s"}. This record does not assert independent reproduction. ### q-VSGD Accuracy: 92.2. Result ID: 69a935196dbb7075b9525922. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Number of Monte-Carlo Samples":"1","q":"0.6","Time":"43s"}. This record does not assert independent reproduction. ### q-VSGD Accuracy: 92.1. Result ID: 69a935196dbb7075b952591f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Number of Monte-Carlo Samples":"1","q":"0.0","Time":"44s"}. This record does not assert independent reproduction. ### q-VSGD Accuracy: 92.1. Result ID: 69a935196dbb7075b9525920. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Number of Monte-Carlo Samples":"1","q":"0.2","Time":"43s"}. This record does not assert independent reproduction. ### q-VSGD Accuracy: 92.1. Result ID: 69a935196dbb7075b9525923. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Number of Monte-Carlo Samples":"1","q":"0.8","Time":"43s"}. This record does not assert independent reproduction. ### VSGD Accuracy: 92.1. Result ID: 69a935196dbb7075b9525924. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Number of Monte-Carlo Samples":"1","Time":"42s"}. This record does not assert independent reproduction. ### SGD Accuracy: 92. Result ID: 69a935196dbb7075b952591c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Time":"37s"}. This record does not assert independent reproduction. ### q-VSGD Accuracy: 92. Result ID: 69a935196dbb7075b9525921. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20","Number of Monte-Carlo Samples":"1","q":"0.4","Time":"43s"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.