# Image Classification on MNIST CKKS (encrypted) Source: [Image Classification on MNIST CKKS (encrypted)]() Collection index: [llms.txt]() Data updated: 2026-05-25T08:58:33.580Z Evaluation of Image Classification performance on the MNIST dataset utilizing CKKS encryption, reporting execution time, training time, memory usage, and performance slowdown. 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 CKKS (encrypted) | | Metric | Total Exp. Time (s) | | Unit | TIME | | Direction | Lower is better | | Results loaded | 5 of 5 | | 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 - [Total Exp. Time (s)](): Lower is better; unit: TIME. - [Enc. Train Time (s)](): Lower is better; unit: TIME. - [Slowdown Factor](): Lower is better; unit: SCALAR. - [Peak Memory Usage (MB)](): Lower is better; unit: SIZE. ## Recorded results | Method | Total Exp. Time (s) | Result date | Report paper | | --- | --- | --- | --- | | Kernel Polynomial | 1864.19 | Not recorded | 6a13d7a36f71c5ae7dc9e9dd | | X Squared | 1872.86 | Not recorded | 6a13d7a36f71c5ae7dc9e9dd | | FasterCryptoNets | 1917.99 | Not recorded | 6a13d7a36f71c5ae7dc9e9dd | | Chebyshev - 3 | 6780 | Not recorded | 6a13d7a36f71c5ae7dc9e9dd | | Chebyshev - 5 | 11348.86 | Not recorded | 6a13d7a36f71c5ae7dc9e9dd | ### Kernel Polynomial Total Exp. Time (s): 1864.19. Result ID: 6a140f1ffbc373592c0b66f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encryption":"CKKS","Architecture":"ViT transformer"}. This record does not assert independent reproduction. ### X Squared Total Exp. Time (s): 1872.86. Result ID: 6a140f1ffbc373592c0b66fa. [Reporting paper]() Recorded evaluation configuration: {"Encryption":"CKKS","Architecture":"ViT transformer"}. This record does not assert independent reproduction. ### FasterCryptoNets Total Exp. Time (s): 1917.99. Result ID: 6a140f1ffbc373592c0b66fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encryption":"CKKS","Architecture":"ViT transformer"}. This record does not assert independent reproduction. ### Chebyshev - 3 Total Exp. Time (s): 6780. Result ID: 6a140f1ffbc373592c0b66fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encryption":"CKKS","Architecture":"ViT transformer"}. This record does not assert independent reproduction. ### Chebyshev - 5 Total Exp. Time (s): 11348.86. Result ID: 6a140f1ffbc373592c0b66fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encryption":"CKKS","Architecture":"ViT transformer"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.