# Dataset Distillation on CIFAR-10 50 images/class (test) Source: [Dataset Distillation on CIFAR-10 50 images/class (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:51.178Z Evaluation of Dataset Distillation performance specifically using the 50 images per class subset of the CIFAR-10 test set, measured by 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 | Dataset Distillation | | Dataset (including any stated split) | CIFAR-10 50 images/class (test) | | Metric | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | 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 Accuracy: 74.5. Result ID: 6990a5f03a6c314849021f94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"1x"}. This record does not assert independent reproduction. ### Ours Accuracy: 73.8. Result ID: 6990a5f03a6c314849021f98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"5x"}. This record does not assert independent reproduction. ### IDC Accuracy: 73.3. Result ID: 6990a5f03a6c314849021f95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"5x"}. This record does not assert independent reproduction. ### Ours Accuracy: 73.1. Result ID: 6990a5f03a6c314849021f99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"10x"}. This record does not assert independent reproduction. ### IDC Accuracy: 72. Result ID: 6990a5f03a6c314849021f96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"10x"}. This record does not assert independent reproduction. ### Ours Accuracy: 71.7. Result ID: 6990a5f03a6c314849021f9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"20x"}. This record does not assert independent reproduction. ### IDC Accuracy: 71.1. Result ID: 6990a5f03a6c314849021f97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"20x"}. This record does not assert independent reproduction. ### DSA Accuracy: 60.6. Result ID: 6990a5f03a6c314849021f90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"1x"}. This record does not assert independent reproduction. ### DSA Accuracy: 56.5. Result ID: 6990a5f03a6c314849021f91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"5x"}. This record does not assert independent reproduction. ### DSA Accuracy: 55.7. Result ID: 6990a5f03a6c314849021f92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"10x"}. This record does not assert independent reproduction. ### DSA Accuracy: 54.1. Result ID: 6990a5f03a6c314849021f93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"20x"}. This record does not assert independent reproduction. ### DC Accuracy: 53.9. Result ID: 6990a5f03a6c314849021f8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"1x"}. This record does not assert independent reproduction. ### DC Accuracy: 50.3. Result ID: 6990a5f03a6c314849021f8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"5x"}. This record does not assert independent reproduction. ### DC Accuracy: 47.3. Result ID: 6990a5f03a6c314849021f8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Speed up":"10x"}. This record does not assert independent reproduction. ### DC Accuracy: 42. Result ID: 6990a5f03a6c314849021f8f. [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.