# Image Classification on CIFAR-10 (test) (Accuracy, Sparsity, and Drop) Source: [Image Classification on CIFAR-10 (test) (Accuracy, Sparsity, and Drop)]() Collection index: [llms.txt]() Data updated: 2026-03-24T12:44:42.112Z Evaluation of standard Image Classification performance on the CIFAR-10 test set, reporting classification accuracy, model sparsity, and performance 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 (test) | | Metric | Sparsity | | 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 - [Sparsity](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [Performance Drop](): Lower is better; unit: PERCENT. ## Recorded results | Method | Sparsity | Result date | Report paper | | --- | --- | --- | --- | | Mix-and-Match | 54.08 | Not recorded | 69c21a870636e5bf4afc47f4 | | MAG | 54 | Not recorded | 69c21a870636e5bf4afc47f4 | | SNIP | 54 | Not recorded | 69c21a870636e5bf4afc47f4 | | GraSP | 54 | Not recorded | 69c21a870636e5bf4afc47f4 | | LPViT | 53.91 | Not recorded | 69c21a870636e5bf4afc47f4 | | GETA | 53.91 | Not recorded | 69c21a870636e5bf4afc47f4 | | Mix-and-Match | 44.78 | Not recorded | 69c21a870636e5bf4afc47f4 | | MAG | 44 | Not recorded | 69c21a870636e5bf4afc47f4 | | SNIP | 44 | Not recorded | 69c21a870636e5bf4afc47f4 | | GraSP | 44 | Not recorded | 69c21a870636e5bf4afc47f4 | | LPViT | 43.88 | Not recorded | 69c21a870636e5bf4afc47f4 | | GETA | 43.88 | Not recorded | 69c21a870636e5bf4afc47f4 | ### Mix-and-Match Sparsity: 54.08. Result ID: 69c2871547f34ce924aa8c64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LeViT-384","Target Sparsity":"~54%"}. This record does not assert independent reproduction. ### MAG Sparsity: 54. Result ID: 69c2871547f34ce924aa8c67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LeViT-384","Target Sparsity":"~54%"}. This record does not assert independent reproduction. ### SNIP Sparsity: 54. Result ID: 69c2871547f34ce924aa8c68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LeViT-384","Target Sparsity":"~54%"}. This record does not assert independent reproduction. ### GraSP Sparsity: 54. Result ID: 69c2871547f34ce924aa8c69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LeViT-384","Target Sparsity":"~54%"}. This record does not assert independent reproduction. ### LPViT Sparsity: 53.91. Result ID: 69c2871547f34ce924aa8c65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LeViT-384","Target Sparsity":"~54%"}. This record does not assert independent reproduction. ### GETA Sparsity: 53.91. Result ID: 69c2871547f34ce924aa8c66. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LeViT-384","Target Sparsity":"~54%"}. This record does not assert independent reproduction. ### Mix-and-Match Sparsity: 44.78. Result ID: 69c2871547f34ce924aa8c6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-Tiny","Target Sparsity":"~45%"}. This record does not assert independent reproduction. ### MAG Sparsity: 44. Result ID: 69c2871547f34ce924aa8c6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-Tiny","Target Sparsity":"~45%"}. This record does not assert independent reproduction. ### SNIP Sparsity: 44. Result ID: 69c2871547f34ce924aa8c6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-Tiny","Target Sparsity":"~45%"}. This record does not assert independent reproduction. ### GraSP Sparsity: 44. Result ID: 69c2871547f34ce924aa8c6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-Tiny","Target Sparsity":"~45%"}. This record does not assert independent reproduction. ### LPViT Sparsity: 43.88. Result ID: 69c2871547f34ce924aa8c6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-Tiny","Target Sparsity":"~45%"}. This record does not assert independent reproduction. ### GETA Sparsity: 43.88. Result ID: 69c2871547f34ce924aa8c6c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Swin-Tiny","Target Sparsity":"~45%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.