# Image Classification on ImageNet sub-sampled 500 samples (val) Source: [Image Classification on ImageNet sub-sampled 500 samples (val)]() Collection index: [llms.txt]() Data updated: 2026-02-27T07:00:17.287Z Evaluation of Image Classification performance on a specific 500-sample subset of the ImageNet validation set, focusing on certified robustness metrics across various perturbation radii (r). 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) | ImageNet sub-sampled 500 samples (val) | | Metric | ACR | | 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 - [ACR](): Higher is better; unit: PERCENT. - [Certified Acc (r=0.0)](): Higher is better; unit: PERCENT. - [Certified Acc (r=0.5)](): Higher is better; unit: PERCENT. - [Certified Acc (r=1.0)](): Higher is better; unit: PERCENT. - [Certified Acc (r=1.5)](): Higher is better; unit: PERCENT. - [Certified Acc (r=2.0)](): Higher is better; unit: PERCENT. - [Certified Acc (r=2.5)](): Higher is better; unit: PERCENT. - [Certified Acc (r=3.0)](): Higher is better; unit: PERCENT. - [Certified Acc (r=3.5)](): Higher is better; unit: PERCENT. ## Recorded results | Method | ACR | Result date | Report paper | | --- | --- | --- | --- | | SmoothMix | 1.047 | Not recorded | 68fa6b4a1e209131cea2d586 | | SmoothAdv | 1.04 | Not recorded | 68fa6b4a1e209131cea2d586 | | Consistency | 0.982 | Not recorded | 68fa6b4a1e209131cea2d586 | | Gaussian | 0.875 | Not recorded | 68fa6b4a1e209131cea2d586 | | SmoothMix | 0.846 | Not recorded | 68fa6b4a1e209131cea2d586 | | SmoothAdv | 0.825 | Not recorded | 68fa6b4a1e209131cea2d586 | | Consistency | 0.822 | Not recorded | 68fa6b4a1e209131cea2d586 | | Gaussian | 0.733 | Not recorded | 68fa6b4a1e209131cea2d586 | ### SmoothMix ACR: 1.047. Result ID: 69a140e335dfcabb00e5ce89. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"sigma":"1.00"}. This record does not assert independent reproduction. ### SmoothAdv ACR: 1.04. Result ID: 69a140e335dfcabb00e5ce88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sigma":"1.00"}. This record does not assert independent reproduction. ### Consistency ACR: 0.982. Result ID: 69a140e335dfcabb00e5ce87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sigma":"1.00"}. This record does not assert independent reproduction. ### Gaussian ACR: 0.875. Result ID: 69a140e335dfcabb00e5ce86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sigma":"1.00"}. This record does not assert independent reproduction. ### SmoothMix ACR: 0.846. Result ID: 69a140e335dfcabb00e5ce85. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"sigma":"0.50"}. This record does not assert independent reproduction. ### SmoothAdv ACR: 0.825. Result ID: 69a140e335dfcabb00e5ce84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sigma":"0.50"}. This record does not assert independent reproduction. ### Consistency ACR: 0.822. Result ID: 69a140e335dfcabb00e5ce83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sigma":"0.50"}. This record does not assert independent reproduction. ### Gaussian ACR: 0.733. Result ID: 69a140e335dfcabb00e5ce82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sigma":"0.50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.