# Image Classification on MNIST (test) (Epsilon-based Robustness Evaluation) Source: [Image Classification on MNIST (test) (Epsilon-based Robustness Evaluation)]() Collection index: [llms.txt]() Data updated: 2026-03-06T08:31:14.862Z Evaluation of Image Classification performance on the MNIST test set, reporting accuracy across various epsilon thresholds (3, 5.2, 9, 15.6, 27), likely measuring sensitivity to noise or perturbations. 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 (epsilon=3) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 (epsilon=3)](): Higher is better; unit: PERCENT. - [Accuracy (epsilon=5.2)](): Higher is better; unit: PERCENT. - [Accuracy (epsilon=9)](): Higher is better; unit: PERCENT. - [Accuracy (epsilon=15.6)](): Higher is better; unit: PERCENT. - [Accuracy (epsilon=27)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (epsilon=3) | Result date | Report paper | | --- | --- | --- | --- | | Clip21-SGD2M | 62.6 | Not recorded | 68fa5cfd1e209131ce9d5e96 | | Clip21-SGD2M | 61.2 | Not recorded | 68fa5cfd1e209131ce9d5e96 | | Clip-SGD | 59.5 | Not recorded | 68fa5cfd1e209131ce9d5e96 | | Clip-SGD | 58.9 | Not recorded | 68fa5cfd1e209131ce9d5e96 | | Clip21-SGD | 49.2 | Not recorded | 68fa5cfd1e209131ce9d5e96 | | Clip21-SGD | 46.1 | Not recorded | 68fa5cfd1e209131ce9d5e96 | | α-NormEC | 10.4 | Not recorded | 68fa5cfd1e209131ce9d5e96 | | α-NormEC | 9 | Not recorded | 68fa5cfd1e209131ce9d5e96 | ### Clip21-SGD2M Accuracy (epsilon=3): 62.6. Result ID: 69aa90cb6dbb7075b954545b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"MLP","Hyperparameters":"batch size 64, # epochs 150, n = 25","delta":"10^-3"}. This record does not assert independent reproduction. ### Clip21-SGD2M Accuracy (epsilon=3): 61.2. Result ID: 69aa90cb6dbb7075b954545f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CNN","Hyperparameters":"batch size 64, # epochs 150, n = 25","delta":"10^-3"}. This record does not assert independent reproduction. ### Clip-SGD Accuracy (epsilon=3): 59.5. Result ID: 69aa90cb6dbb7075b9545458. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"MLP","Hyperparameters":"batch size 64, # epochs 150, n = 25","delta":"10^-3"}. This record does not assert independent reproduction. ### Clip-SGD Accuracy (epsilon=3): 58.9. Result ID: 69aa90cb6dbb7075b954545c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CNN","Hyperparameters":"batch size 64, # epochs 150, n = 25","delta":"10^-3"}. This record does not assert independent reproduction. ### Clip21-SGD Accuracy (epsilon=3): 49.2. Result ID: 69aa90cb6dbb7075b9545459. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"MLP","Hyperparameters":"batch size 64, # epochs 150, n = 25","delta":"10^-3"}. This record does not assert independent reproduction. ### Clip21-SGD Accuracy (epsilon=3): 46.1. Result ID: 69aa90cb6dbb7075b954545d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CNN","Hyperparameters":"batch size 64, # epochs 150, n = 25","delta":"10^-3"}. This record does not assert independent reproduction. ### α-NormEC Accuracy (epsilon=3): 10.4. Result ID: 69aa90cb6dbb7075b954545e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CNN","Hyperparameters":"batch size 64, # epochs 150, n = 25","delta":"10^-3"}. This record does not assert independent reproduction. ### α-NormEC Accuracy (epsilon=3): 9. Result ID: 69aa90cb6dbb7075b954545a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"MLP","Hyperparameters":"batch size 64, # epochs 150, n = 25","delta":"10^-3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.