# Image Classification on CIFAR-10 (Standard Top-1 Accuracy) Source: [Image Classification on CIFAR-10 (Standard Top-1 Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-03-31T07:33:39.431Z Evaluation of standard Image Classification performance on CIFAR-10, reporting primary Top-1 Accuracy. 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 | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ResNet-18 | 14.07 | Not recorded | 69cb551b0636e5bf4afc9f29 | | Learnable PE | 13.68 | Not recorded | 69cb551b0636e5bf4afc9f29 | | RoPE | 12.51 | Not recorded | 69cb551b0636e5bf4afc9f29 | | No PE | 10.14 | Not recorded | 69cb551b0636e5bf4afc9f29 | ### ResNet-18 Top-1 Accuracy: 14.07. Result ID: 69cb78cc47f34ce924b36fe0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Learnable PE Top-1 Accuracy: 13.68. Result ID: 69cb78cc47f34ce924b36fe2. [Reporting paper]() Recorded evaluation configuration: {"Positional Encoding":"Learnable"}. This record does not assert independent reproduction. ### RoPE Top-1 Accuracy: 12.51. Result ID: 69cb78cc47f34ce924b36fe3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Positional Encoding":"RoPE"}. This record does not assert independent reproduction. ### No PE Top-1 Accuracy: 10.14. Result ID: 69cb78cc47f34ce924b36fe1. [Reporting paper]() Recorded evaluation configuration: {"Positional Encoding":"None"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.