# Image Classification on MNIST (test) (Accuracy & Delta Metrics) Source: [Image Classification on MNIST (test) (Accuracy & Delta Metrics)]() Collection index: [llms.txt]() Data updated: 2026-07-01T06:53:21.343Z Evaluation of Image Classification performance on the MNIST test set, reporting standard Accuracy alongside the change in performance relative to a baseline (Delta in percentage points). 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) | MNIST (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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. - [Accuracy Delta (pp)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ℓ1 magnitude pruning | 98.1 | Not recorded | 6a449efae0224bd4f4992e5c | | CQP | 98.1 | Not recorded | 6a449efae0224bd4f4992e5c | | CQP | 98 | Not recorded | 6a449efae0224bd4f4992e5c | | CQP | 97.9 | Not recorded | 6a449efae0224bd4f4992e5c | | ℓ1 magnitude pruning | 97.8 | Not recorded | 6a449efae0224bd4f4992e5c | | ℓ1 magnitude pruning | 97.5 | Not recorded | 6a449efae0224bd4f4992e5c | | CQP | 97 | Not recorded | 6a449efae0224bd4f4992e5c | | ℓ1 magnitude pruning | 96.1 | Not recorded | 6a449efae0224bd4f4992e5c | | CQP | 95.6 | Not recorded | 6a449efae0224bd4f4992e5c | | ℓ1 magnitude pruning | 93.4 | Not recorded | 6a449efae0224bd4f4992e5c | ### ℓ1 magnitude pruning Accuracy: 98.1. Result ID: 6a44b96173d097d845bdd34f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"0%"}. This record does not assert independent reproduction. ### CQP Accuracy: 98.1. Result ID: 6a44b96173d097d845bdd350. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"0%"}. This record does not assert independent reproduction. ### CQP Accuracy: 98. Result ID: 6a44b96173d097d845bdd352. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"30%"}. This record does not assert independent reproduction. ### CQP Accuracy: 97.9. Result ID: 6a44b96173d097d845bdd354. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"50%"}. This record does not assert independent reproduction. ### ℓ1 magnitude pruning Accuracy: 97.8. Result ID: 6a44b96173d097d845bdd351. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"30%"}. This record does not assert independent reproduction. ### ℓ1 magnitude pruning Accuracy: 97.5. Result ID: 6a44b96173d097d845bdd353. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"50%"}. This record does not assert independent reproduction. ### CQP Accuracy: 97. Result ID: 6a44b96173d097d845bdd356. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"70%"}. This record does not assert independent reproduction. ### ℓ1 magnitude pruning Accuracy: 96.1. Result ID: 6a44b96173d097d845bdd355. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"70%"}. This record does not assert independent reproduction. ### CQP Accuracy: 95.6. Result ID: 6a44b96173d097d845bdd358. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"90%"}. This record does not assert independent reproduction. ### ℓ1 magnitude pruning Accuracy: 93.4. Result ID: 6a44b96173d097d845bdd357. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"90%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.