# Image Classification on CIFAR-10 90/10 (val) Source: [Image Classification on CIFAR-10 90/10 (val)]() Collection index: [llms.txt]() Data updated: 2026-04-23T10:58:59.727Z Evaluation of Image Classification performance on the CIFAR-10 dataset using the specific 90/10 split configuration for the validation set, reporting standard accuracy 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) | CIFAR-10 90/10 (val) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher 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 - [Accuracy](): Higher is better; unit: PERCENT. - [ECE](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Label Smooth. | 86.2 | Not recorded | 69e9a78e55a3c32af89f7078 | | Label Smooth. | 85.8 | Not recorded | 69e9a78e55a3c32af89f7078 | | CalMO | 85.8 | Not recorded | 69e9a78e55a3c32af89f7078 | | CE | 85 | Not recorded | 69e9a78e55a3c32af89f7078 | | Focal Loss | 84 | Not recorded | 69e9a78e55a3c32af89f7078 | | CalMO | 83.2 | Not recorded | 69e9a78e55a3c32af89f7078 | | Label Smooth. | 82.4 | Not recorded | 69e9a78e55a3c32af89f7078 | | CalMO | 81.7 | Not recorded | 69e9a78e55a3c32af89f7078 | | Label Smooth. | 81 | Not recorded | 69e9a78e55a3c32af89f7078 | | CE | 80.7 | Not recorded | 69e9a78e55a3c32af89f7078 | | Focal Loss | 80.5 | Not recorded | 69e9a78e55a3c32af89f7078 | | CE | 80.3 | Not recorded | 69e9a78e55a3c32af89f7078 | | CalMO | 80.1 | Not recorded | 69e9a78e55a3c32af89f7078 | | Focal Loss | 78.7 | Not recorded | 69e9a78e55a3c32af89f7078 | | Focal Loss | 78 | Not recorded | 69e9a78e55a3c32af89f7078 | | CE | 75.2 | Not recorded | 69e9a78e55a3c32af89f7078 | ### Label Smooth. Accuracy: 86.2. Result ID: 69e9fb5647f34ce924d20782. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optimizer":"SAM","Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Label Smooth. Accuracy: 85.8. Result ID: 69e9fb5647f34ce924d2077a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optimizer":"AdamW","Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### CalMO Accuracy: 85.8. Result ID: 69e9fb5647f34ce924d20784. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optimizer":"SAM","Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### CE Accuracy: 85. Result ID: 69e9fb5647f34ce924d20781. [Reporting paper]() Recorded evaluation configuration: {"Optimizer":"SAM","Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Focal Loss Accuracy: 84. Result ID: 69e9fb5647f34ce924d20783. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Optimizer":"SAM","Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### CalMO Accuracy: 83.2. Result ID: 69e9fb5647f34ce924d2077c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optimizer":"AdamW","Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Label Smooth. Accuracy: 82.4. Result ID: 69e9fb5647f34ce924d2077e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optimizer":"Muon","Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### CalMO Accuracy: 81.7. Result ID: 69e9fb5647f34ce924d20780. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optimizer":"Muon","Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Label Smooth. Accuracy: 81. Result ID: 69e9fb5647f34ce924d20776. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optimizer":"SGD","Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### CE Accuracy: 80.7. Result ID: 69e9fb5647f34ce924d20779. [Reporting paper]() Recorded evaluation configuration: {"Optimizer":"AdamW","Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Focal Loss Accuracy: 80.5. Result ID: 69e9fb5647f34ce924d2077b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Optimizer":"AdamW","Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### CE Accuracy: 80.3. Result ID: 69e9fb5647f34ce924d2077d. [Reporting paper]() Recorded evaluation configuration: {"Optimizer":"Muon","Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### CalMO Accuracy: 80.1. Result ID: 69e9fb5647f34ce924d20778. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optimizer":"SGD","Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Focal Loss Accuracy: 78.7. Result ID: 69e9fb5647f34ce924d2077f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Optimizer":"Muon","Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Focal Loss Accuracy: 78. Result ID: 69e9fb5647f34ce924d20777. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Optimizer":"SGD","Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### CE Accuracy: 75.2. Result ID: 69e9fb5647f34ce924d20775. [Reporting paper]() Recorded evaluation configuration: {"Optimizer":"SGD","Backbone":"ResNet-20"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.