# Image Classification on CIFAR-10 (test) (Pruning Error Analysis) Source: [Image Classification on CIFAR-10 (test) (Pruning Error Analysis)]() Collection index: [llms.txt]() Data updated: 2026-04-02T10:27:42.370Z Evaluation of Image Classification model performance on the CIFAR-10 test set, reporting baseline error, error after pruning, and the percentage of elements pruned. 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 (test) | | Metric | Error after Pruning | | Unit | PERCENT | | Direction | Lower 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 - [Error after Pruning](): Lower is better; unit: PERCENT. - [Baseline Error](): Lower is better; unit: PERCENT. - [Error Delta (%)](): Lower is better; unit: PERCENT. - [Pruning Ratio (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Error after Pruning | Result date | Report paper | | --- | --- | --- | --- | | Bi-CNN-Pruning | 5.77 | Not recorded | 69cdf8200636e5bf4afccb9d | | Bi-CNN-Pruning | 6.41 | Not recorded | 69cdf8200636e5bf4afccb9d | | Greedy-Filter | 6.7 | Not recorded | 69cdf8200636e5bf4afccb9d | | Greedy-Filter | 6.94 | Not recorded | 69cdf8200636e5bf4afccb9d | | DeepPruningES | 7.42 | Not recorded | 69cdf8200636e5bf4afccb9d | | WIEA | 7.69 | Not recorded | 69cdf8200636e5bf4afccb9d | | WIEA | 7.82 | Not recorded | 69cdf8200636e5bf4afccb9d | | Two-Phase Pruning | 7.89 | Not recorded | 69cdf8200636e5bf4afccb9d | | DeepPruningES | 8.12 | Not recorded | 69cdf8200636e5bf4afccb9d | | Auto-Balanced Filter | 8.27 | Not recorded | 69cdf8200636e5bf4afccb9d | | Auto-Balanced Filter | 8.56 | Not recorded | 69cdf8200636e5bf4afccb9d | | Two-Phase Pruning | 8.56 | Not recorded | 69cdf8200636e5bf4afccb9d | ### Bi-CNN-Pruning Error after Pruning: 5.77. Result ID: 69ce449047f34ce924b820d8. [Reporting paper]() Recorded evaluation configuration: {"CNN architecture":"ResNet56"}. This record does not assert independent reproduction. ### Bi-CNN-Pruning Error after Pruning: 6.41. Result ID: 69ce449047f34ce924b820d9. [Reporting paper]() Recorded evaluation configuration: {"CNN architecture":"ResNet110"}. This record does not assert independent reproduction. ### Greedy-Filter Error after Pruning: 6.7. Result ID: 69ce449047f34ce924b820d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CNN architecture":"ResNet110"}. This record does not assert independent reproduction. ### Greedy-Filter Error after Pruning: 6.94. Result ID: 69ce449047f34ce924b820d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CNN architecture":"ResNet56"}. This record does not assert independent reproduction. ### DeepPruningES Error after Pruning: 7.42. Result ID: 69ce449047f34ce924b820d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CNN architecture":"ResNet110"}. This record does not assert independent reproduction. ### WIEA Error after Pruning: 7.69. Result ID: 69ce449047f34ce924b820d7. [Reporting paper]() Recorded evaluation configuration: {"CNN architecture":"ResNet110"}. This record does not assert independent reproduction. ### WIEA Error after Pruning: 7.82. Result ID: 69ce449047f34ce924b820d6. [Reporting paper]() Recorded evaluation configuration: {"CNN architecture":"ResNet56"}. This record does not assert independent reproduction. ### Two-Phase Pruning Error after Pruning: 7.89. Result ID: 69ce449047f34ce924b820db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CNN architecture":"ResNet110"}. This record does not assert independent reproduction. ### DeepPruningES Error after Pruning: 8.12. Result ID: 69ce449047f34ce924b820d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CNN architecture":"ResNet56"}. This record does not assert independent reproduction. ### Auto-Balanced Filter Error after Pruning: 8.27. Result ID: 69ce449047f34ce924b820d3. [Reporting paper]() Recorded evaluation configuration: {"CNN architecture":"ResNet110"}. This record does not assert independent reproduction. ### Auto-Balanced Filter Error after Pruning: 8.56. Result ID: 69ce449047f34ce924b820d2. [Reporting paper]() Recorded evaluation configuration: {"CNN architecture":"ResNet56"}. This record does not assert independent reproduction. ### Two-Phase Pruning Error after Pruning: 8.56. Result ID: 69ce449047f34ce924b820da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CNN architecture":"ResNet56"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.