# Image Classification on ImageNet (Robust Accuracy) Source: [Image Classification on ImageNet (Robust Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:02:22.151Z Evaluation of Image Classification performance on the standard ImageNet dataset, specifically reporting Robust Accuracy. 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 | | Metric | Robust Accuracy | | 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 - [Robust Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Robust Accuracy | Result date | Report paper | | --- | --- | --- | --- | | PatchBlock | 68.65 | Not recorded | 695b455a53fdd5c361742e55 | | Anomaly Unveiled | 67.1 | Not recorded | 695b455a53fdd5c361742e55 | | Dimensionality Reduction | 66.2 | Not recorded | 695b455a53fdd5c361742e55 | | Jujutsu | 60 | Not recorded | 695b455a53fdd5c361742e55 | | FNC | 59.6 | Not recorded | 695b455a53fdd5c361742e55 | | Localised Gradient Smoothing | 53.86 | Not recorded | 695b455a53fdd5c361742e55 | | De-Randomised Smoothing | 35.02 | Not recorded | 695b455a53fdd5c361742e55 | | PatchGuard | 30.96 | Not recorded | 695b455a53fdd5c361742e55 | ### PatchBlock Robust Accuracy: 68.65. Result ID: 6996f77f5698665ec4443c69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Attack":"GAP"}. This record does not assert independent reproduction. ### Anomaly Unveiled Robust Accuracy: 67.1. Result ID: 6996f77f5698665ec4443c68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Attack":"GAP"}. This record does not assert independent reproduction. ### Dimensionality Reduction Robust Accuracy: 66.2. Result ID: 6996f77f5698665ec4443c65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Attack":"GAP"}. This record does not assert independent reproduction. ### Jujutsu Robust Accuracy: 60. Result ID: 6996f77f5698665ec4443c66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Attack":"GAP"}. This record does not assert independent reproduction. ### FNC Robust Accuracy: 59.6. Result ID: 6996f77f5698665ec4443c67. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Attack":"GAP"}. This record does not assert independent reproduction. ### Localised Gradient Smoothing Robust Accuracy: 53.86. Result ID: 6996f77f5698665ec4443c62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Attack":"GAP"}. This record does not assert independent reproduction. ### De-Randomised Smoothing Robust Accuracy: 35.02. Result ID: 6996f77f5698665ec4443c63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Attack":"GAP"}. This record does not assert independent reproduction. ### PatchGuard Robust Accuracy: 30.96. Result ID: 6996f77f5698665ec4443c64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Attack":"GAP"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.