# Image Classification on CIFAR-10 10K (test) Source: [Image Classification on CIFAR-10 10K (test)]() Collection index: [llms.txt]() Data updated: 2026-03-04T09:24:22.405Z Evaluation of Image Classification performance on the 10,000 sample subset of the CIFAR-10 test set, measured using Soft 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 10K (test) | | Metric | Soft Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Soft Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Soft Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DLGN-HUGE | 52.5 | Not recorded | 69a66bc02d603e6de3e3ca8a | | TLGN-HUGE | 52.1 | Not recorded | 69a66bc02d603e6de3e3ca8a | | DLGN-VLARGE | 51.6 | Not recorded | 69a66bc02d603e6de3e3ca8a | | TLGN-LARGE | 51.5 | Not recorded | 69a66bc02d603e6de3e3ca8a | | DLGN-LARGE | 51.4 | Not recorded | 69a66bc02d603e6de3e3ca8a | | TLGN-VLARGE | 51.2 | Not recorded | 69a66bc02d603e6de3e3ca8a | | DLGN-MEDIUM | 50.7 | Not recorded | 69a66bc02d603e6de3e3ca8a | | TLGN-MEDIUM | 50.3 | Not recorded | 69a66bc02d603e6de3e3ca8a | | DLGN-SMALL | 49.3 | Not recorded | 69a66bc02d603e6de3e3ca8a | | DLGN-DEEPER | 49.3 | Not recorded | 69a66bc02d603e6de3e3ca8a | | TLGN-SMALL | 45.4 | Not recorded | 69a66bc02d603e6de3e3ca8a | | TLGN-DEEPER | 45 | Not recorded | 69a66bc02d603e6de3e3ca8a | ### DLGN-HUGE Soft Accuracy: 52.5. Result ID: 69a7f9616dbb7075b94d13b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"512K","Speed":"3.1×"}. This record does not assert independent reproduction. ### TLGN-HUGE Soft Accuracy: 52.1. Result ID: 69a7f9616dbb7075b94d13b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"512K"}. This record does not assert independent reproduction. ### DLGN-VLARGE Soft Accuracy: 51.6. Result ID: 69a7f9616dbb7075b94d13b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"192K","Speed":"2.1×"}. This record does not assert independent reproduction. ### TLGN-LARGE Soft Accuracy: 51.5. Result ID: 69a7f9616dbb7075b94d13b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"144K"}. This record does not assert independent reproduction. ### DLGN-LARGE Soft Accuracy: 51.4. Result ID: 69a7f9616dbb7075b94d13b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"144K","Speed":"2.1×"}. This record does not assert independent reproduction. ### TLGN-VLARGE Soft Accuracy: 51.2. Result ID: 69a7f9616dbb7075b94d13b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"192K"}. This record does not assert independent reproduction. ### DLGN-MEDIUM Soft Accuracy: 50.7. Result ID: 69a7f9616dbb7075b94d13b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"96K","Speed":"2.0×"}. This record does not assert independent reproduction. ### TLGN-MEDIUM Soft Accuracy: 50.3. Result ID: 69a7f9616dbb7075b94d13b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"96K"}. This record does not assert independent reproduction. ### DLGN-SMALL Soft Accuracy: 49.3. Result ID: 69a7f9616dbb7075b94d13af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"48K","Speed":"1.5×"}. This record does not assert independent reproduction. ### DLGN-DEEPER Soft Accuracy: 49.3. Result ID: 69a7f9616dbb7075b94d13b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"60K","Speed":"1.8×"}. This record does not assert independent reproduction. ### TLGN-SMALL Soft Accuracy: 45.4. Result ID: 69a7f9616dbb7075b94d13b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"48K"}. This record does not assert independent reproduction. ### TLGN-DEEPER Soft Accuracy: 45. Result ID: 69a7f9616dbb7075b94d13ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Neurons":"60K"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.