# Image Classification on CIFAR-10 50 images per class Source: [Image Classification on CIFAR-10 50 images per class]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:12.255Z Evaluation of Image Classification performance on the CIFAR-10 dataset restricted to only 50 samples per class, reporting Test 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 50 images per class | | Metric | Test Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [Test Accuracy](): Higher is better; unit: PERCENT. - [Performance Drop](): Lower is better; unit: SCALAR. ## Recorded results | Method | Test Accuracy | Result date | Report paper | | --- | --- | --- | --- | | IDC | 74.5 | Not recorded | 68fa6f131e209131cea43bd3 | | Ours | 73.8 | Not recorded | 68fa6f131e209131cea43bd3 | | IDC | 73.3 | Not recorded | 68fa6f131e209131cea43bd3 | | Ours | 73.1 | Not recorded | 68fa6f131e209131cea43bd3 | | IDC | 72 | Not recorded | 68fa6f131e209131cea43bd3 | | Ours | 71.7 | Not recorded | 68fa6f131e209131cea43bd3 | | IDC | 71.1 | Not recorded | 68fa6f131e209131cea43bd3 | | DSA | 60.6 | Not recorded | 68fa6f131e209131cea43bd3 | | DSA | 56.5 | Not recorded | 68fa6f131e209131cea43bd3 | | DSA | 55.7 | Not recorded | 68fa6f131e209131cea43bd3 | | DSA | 54.1 | Not recorded | 68fa6f131e209131cea43bd3 | | DC | 53.9 | Not recorded | 68fa6f131e209131cea43bd3 | | DC | 50.3 | Not recorded | 68fa6f131e209131cea43bd3 | | DC | 47.3 | Not recorded | 68fa6f131e209131cea43bd3 | | DC | 42 | Not recorded | 68fa6f131e209131cea43bd3 | ### IDC Test Accuracy: 74.5. Result ID: 6990a5f03a6c314849021fb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"1x"}. This record does not assert independent reproduction. ### Ours Test Accuracy: 73.8. Result ID: 6990a5f03a6c314849021fb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"5x"}. This record does not assert independent reproduction. ### IDC Test Accuracy: 73.3. Result ID: 6990a5f03a6c314849021fb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"5x"}. This record does not assert independent reproduction. ### Ours Test Accuracy: 73.1. Result ID: 6990a5f03a6c314849021fb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"10x"}. This record does not assert independent reproduction. ### IDC Test Accuracy: 72. Result ID: 6990a5f03a6c314849021fb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"10x"}. This record does not assert independent reproduction. ### Ours Test Accuracy: 71.7. Result ID: 6990a5f03a6c314849021fb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"20x"}. This record does not assert independent reproduction. ### IDC Test Accuracy: 71.1. Result ID: 6990a5f03a6c314849021fb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"20x"}. This record does not assert independent reproduction. ### DSA Test Accuracy: 60.6. Result ID: 6990a5f03a6c314849021fae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"1x"}. This record does not assert independent reproduction. ### DSA Test Accuracy: 56.5. Result ID: 6990a5f03a6c314849021faf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"5x"}. This record does not assert independent reproduction. ### DSA Test Accuracy: 55.7. Result ID: 6990a5f03a6c314849021fb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"10x"}. This record does not assert independent reproduction. ### DSA Test Accuracy: 54.1. Result ID: 6990a5f03a6c314849021fb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"20x"}. This record does not assert independent reproduction. ### DC Test Accuracy: 53.9. Result ID: 6990a5f03a6c314849021faa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"1x"}. This record does not assert independent reproduction. ### DC Test Accuracy: 50.3. Result ID: 6990a5f03a6c314849021fab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"5x"}. This record does not assert independent reproduction. ### DC Test Accuracy: 47.3. Result ID: 6990a5f03a6c314849021fac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"10x"}. This record does not assert independent reproduction. ### DC Test Accuracy: 42. Result ID: 6990a5f03a6c314849021fad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"20x"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.