# Image Classification on CIFAR-10 (val) (Metric: Error %) Source: [Image Classification on CIFAR-10 (val) (Metric: Error %)]() Collection index: [llms.txt]() Data updated: 2026-06-05T07:20:44.195Z Evaluation of Image Classification performance on the validation split of the CIFAR-10 dataset, reporting the classification error rate. 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 (val) | | Metric | Error (%) | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 13 of 13 | | 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 (%)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Error (%) | Result date | Report paper | | --- | --- | --- | --- | | SGD | 12.8 | Not recorded | 68fa54d51e209131ce98eef1 | | CURVEBALL λ | 13.5 | Not recorded | 68fa54d51e209131ce98eef1 | | Adam | 14 | Not recorded | 68fa54d51e209131ce98eef1 | | CURVEBALL λ | 15.3 | Not recorded | 68fa54d51e209131ce98eef1 | | CURVEBALL | 15.8 | Not recorded | 68fa54d51e209131ce98eef1 | | CURVEBALL | 16.1 | Not recorded | 68fa54d51e209131ce98eef1 | | SGD | 16.1 | Not recorded | 68fa54d51e209131ce98eef1 | | Adam | 16.1 | Not recorded | 68fa54d51e209131ce98eef1 | | CURVEBALL λ | 16.3 | Not recorded | 68fa54d51e209131ce98eef1 | | CURVEBALL | 19.3 | Not recorded | 68fa54d51e209131ce98eef1 | | Adam | 19.7 | Not recorded | 68fa54d51e209131ce98eef1 | | CURVEBALL λ | 19.9 | Not recorded | 68fa54d51e209131ce98eef1 | | SGD | 21.1 | Not recorded | 68fa54d51e209131ce98eef1 | ### SGD Error (%): 12.8. Result ID: 6a2277eefbc373592c1ffabc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ResNet-18"}. This record does not assert independent reproduction. ### CURVEBALL λ Error (%): 13.5. Result ID: 6a2277eefbc373592c1ffab6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ResNet-18","Dropout":"0.3"}. This record does not assert independent reproduction. ### Adam Error (%): 14. Result ID: 6a2277eefbc373592c1ffabf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ResNet-18"}. This record does not assert independent reproduction. ### CURVEBALL λ Error (%): 15.3. Result ID: 6a2277eefbc373592c1ffab5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ResNet-18"}. This record does not assert independent reproduction. ### CURVEBALL Error (%): 15.8. Result ID: 6a2277eefbc373592c1ffab8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Basic + BN"}. This record does not assert independent reproduction. ### CURVEBALL Error (%): 16.1. Result ID: 6a2277eefbc373592c1ffab9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ResNet-18"}. This record does not assert independent reproduction. ### SGD Error (%): 16.1. Result ID: 6a2277eefbc373592c1ffabb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Basic + BN"}. This record does not assert independent reproduction. ### Adam Error (%): 16.1. Result ID: 6a2277eefbc373592c1ffabe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Basic + BN"}. This record does not assert independent reproduction. ### CURVEBALL λ Error (%): 16.3. Result ID: 6a2277eefbc373592c1ffab4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Basic + BN"}. This record does not assert independent reproduction. ### CURVEBALL Error (%): 19.3. Result ID: 6a2277eefbc373592c1ffab7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Basic"}. This record does not assert independent reproduction. ### Adam Error (%): 19.7. Result ID: 6a2277eefbc373592c1ffabd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Basic"}. This record does not assert independent reproduction. ### CURVEBALL λ Error (%): 19.9. Result ID: 6a2277eefbc373592c1ffab3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Basic"}. This record does not assert independent reproduction. ### SGD Error (%): 21.1. Result ID: 6a2277eefbc373592c1ffaba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Basic"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.