# Image Classification on CIFAR-10 ResNet-18 (test) Source: [Image Classification on CIFAR-10 ResNet-18 (test)]() Collection index: [llms.txt]() Data updated: 2026-03-24T12:44:42.180Z Evaluation of Image Classification performance on the CIFAR-10 test set using the ResNet-18 architecture, reporting accuracy, sparsity, and drop metrics. 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 ResNet-18 (test) | | Metric | Sparsity | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [Sparsity](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [Drop](): Lower is better; unit: PERCENT. ## Recorded results | Method | Sparsity | Result date | Report paper | | --- | --- | --- | --- | | Mix-and-Match | 87.28 | Not recorded | 69c21a870636e5bf4afc47f4 | | MAG | 87 | Not recorded | 69c21a870636e5bf4afc47f4 | | SNIP | 87 | Not recorded | 69c21a870636e5bf4afc47f4 | | GraSP | 87 | Not recorded | 69c21a870636e5bf4afc47f4 | | LPViT | 86.96 | Not recorded | 69c21a870636e5bf4afc47f4 | | GETA | 86.96 | Not recorded | 69c21a870636e5bf4afc47f4 | ### Mix-and-Match Sparsity: 87.28. Result ID: 69c2871547f34ce924aa8c76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### MAG Sparsity: 87. Result ID: 69c2871547f34ce924aa8c79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SNIP Sparsity: 87. Result ID: 69c2871547f34ce924aa8c7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### GraSP Sparsity: 87. Result ID: 69c2871547f34ce924aa8c7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### LPViT Sparsity: 86.96. Result ID: 69c2871547f34ce924aa8c77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### GETA Sparsity: 86.96. Result ID: 69c2871547f34ce924aa8c78. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.