# Image Classification on CIFAR-10 (test) (Top-1 Accuracy vs Epoch) Source: [Image Classification on CIFAR-10 (test) (Top-1 Accuracy vs Epoch)]() Collection index: [llms.txt]() Data updated: 2026-06-02T12:43:57.331Z Evaluation of Image Classification performance on the CIFAR-10 test set, reporting Top-1 Accuracy measured specifically at training epochs 50, 100, and 200. 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 | Top-1 Accuracy (Epoch 50) | | 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 - [Top-1 Accuracy (Epoch 50)](): Higher is better; unit: PERCENT. - [Top-1 Accuracy (Epoch 100)](): Higher is better; unit: PERCENT. - [Top-1 Accuracy (Epoch 200)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy (Epoch 50) | Result date | Report paper | | --- | --- | --- | --- | | LPSGDM | 92.22 | Not recorded | 6a1e6447dbd7150506f85967 | | LPSGDM | 92.12 | Not recorded | 6a1e6447dbd7150506f85967 | | AdamW | 91.78 | Not recorded | 6a1e6447dbd7150506f85967 | | AdamW | 91.65 | Not recorded | 6a1e6447dbd7150506f85967 | | Lion | 91.15 | Not recorded | 6a1e6447dbd7150506f85967 | | Lion | 90.53 | Not recorded | 6a1e6447dbd7150506f85967 | | SGD w/ Momentum | 88.77 | Not recorded | 6a1e6447dbd7150506f85967 | | SGD w/ Momentum | 87.57 | Not recorded | 6a1e6447dbd7150506f85967 | | LPSGDM | 86.15 | Not recorded | 6a1e6447dbd7150506f85967 | | SGD w/ Momentum | 85.88 | Not recorded | 6a1e6447dbd7150506f85967 | | Lion | 85.05 | Not recorded | 6a1e6447dbd7150506f85967 | | AdamW | 83.54 | Not recorded | 6a1e6447dbd7150506f85967 | ### LPSGDM Top-1 Accuracy (Epoch 50): 92.22. Result ID: 6a1ecff7fbc373592c1a9613. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-50"}. This record does not assert independent reproduction. ### LPSGDM Top-1 Accuracy (Epoch 50): 92.12. Result ID: 6a1ecff7fbc373592c1a960f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### AdamW Top-1 Accuracy (Epoch 50): 91.78. Result ID: 6a1ecff7fbc373592c1a960d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### AdamW Top-1 Accuracy (Epoch 50): 91.65. Result ID: 6a1ecff7fbc373592c1a9611. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-50"}. This record does not assert independent reproduction. ### Lion Top-1 Accuracy (Epoch 50): 91.15. Result ID: 6a1ecff7fbc373592c1a9612. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet-50"}. This record does not assert independent reproduction. ### Lion Top-1 Accuracy (Epoch 50): 90.53. Result ID: 6a1ecff7fbc373592c1a960e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### SGD w/ Momentum Top-1 Accuracy (Epoch 50): 88.77. Result ID: 6a1ecff7fbc373592c1a960c. [Reporting paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### SGD w/ Momentum Top-1 Accuracy (Epoch 50): 87.57. Result ID: 6a1ecff7fbc373592c1a9610. [Reporting paper]() Recorded evaluation configuration: {"Model":"ResNet-50"}. This record does not assert independent reproduction. ### LPSGDM Top-1 Accuracy (Epoch 50): 86.15. Result ID: 6a1ecff7fbc373592c1a960b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"VGG-11"}. This record does not assert independent reproduction. ### SGD w/ Momentum Top-1 Accuracy (Epoch 50): 85.88. Result ID: 6a1ecff7fbc373592c1a9608. [Reporting paper]() Recorded evaluation configuration: {"Model":"VGG-11"}. This record does not assert independent reproduction. ### Lion Top-1 Accuracy (Epoch 50): 85.05. Result ID: 6a1ecff7fbc373592c1a960a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"VGG-11"}. This record does not assert independent reproduction. ### AdamW Top-1 Accuracy (Epoch 50): 83.54. Result ID: 6a1ecff7fbc373592c1a9609. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"VGG-11"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.