# Image Classification on CIFAR-10 (val) (Top-1 Accuracy) Source: [Image Classification on CIFAR-10 (val) (Top-1 Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-05-19T12:03:05.304Z Evaluation of Image Classification performance on the validation split of the CIFAR-10 dataset, reporting only the Top-1 Accuracy metric. 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 | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 | | --- | --- | --- | --- | | SAS | 51.4 | Not recorded | 6a0beecfdbc836b87d82c6ed | | Diffusion | 50.8 | Not recorded | 6a0beecfdbc836b87d82c6ed | | Random | 48.1 | Not recorded | 6a0beecfdbc836b87d82c6ed | | SAS | 44.9 | Not recorded | 6a0beecfdbc836b87d82c6ed | | Diffusion | 43.9 | Not recorded | 6a0beecfdbc836b87d82c6ed | | Random | 38.8 | Not recorded | 6a0beecfdbc836b87d82c6ed | | SAS | 37.6 | Not recorded | 6a0beecfdbc836b87d82c6ed | | Diffusion | 37.5 | Not recorded | 6a0beecfdbc836b87d82c6ed | | Random | 31.7 | Not recorded | 6a0beecfdbc836b87d82c6ed | ### SAS Top-1 Accuracy: 51.4. Result ID: 6a0c5173fbc373592c039b90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"50","Downstream Architecture":"ResNetAP-10"}. This record does not assert independent reproduction. ### Diffusion Top-1 Accuracy: 50.8. Result ID: 6a0c5173fbc373592c039b8d. [Reporting paper]() Recorded evaluation configuration: {"IPC":"50","Downstream Architecture":"ResNetAP-10"}. This record does not assert independent reproduction. ### Random Top-1 Accuracy: 48.1. Result ID: 6a0c5173fbc373592c039b8a. [Reporting paper]() Recorded evaluation configuration: {"IPC":"50","Downstream Architecture":"ResNetAP-10"}. This record does not assert independent reproduction. ### SAS Top-1 Accuracy: 44.9. Result ID: 6a0c5173fbc373592c039b8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"20","Downstream Architecture":"ResNetAP-10"}. This record does not assert independent reproduction. ### Diffusion Top-1 Accuracy: 43.9. Result ID: 6a0c5173fbc373592c039b8c. [Reporting paper]() Recorded evaluation configuration: {"IPC":"20","Downstream Architecture":"ResNetAP-10"}. This record does not assert independent reproduction. ### Random Top-1 Accuracy: 38.8. Result ID: 6a0c5173fbc373592c039b89. [Reporting paper]() Recorded evaluation configuration: {"IPC":"20","Downstream Architecture":"ResNetAP-10"}. This record does not assert independent reproduction. ### SAS Top-1 Accuracy: 37.6. Result ID: 6a0c5173fbc373592c039b8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"10","Downstream Architecture":"ResNetAP-10"}. This record does not assert independent reproduction. ### Diffusion Top-1 Accuracy: 37.5. Result ID: 6a0c5173fbc373592c039b8b. [Reporting paper]() Recorded evaluation configuration: {"IPC":"10","Downstream Architecture":"ResNetAP-10"}. This record does not assert independent reproduction. ### Random Top-1 Accuracy: 31.7. Result ID: 6a0c5173fbc373592c039b88. [Reporting paper]() Recorded evaluation configuration: {"IPC":"10","Downstream Architecture":"ResNetAP-10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.