# Image Classification on ImageNet (Clean Accuracy, Robust Accuracy) Source: [Image Classification on ImageNet (Clean Accuracy, Robust Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-02-27T11:16:50.187Z Evaluation of Image Classification performance on the standard ImageNet dataset, focusing on robustness metrics such as Clean Accuracy and 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 | Clean Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Clean Accuracy](): Higher is better; unit: PERCENT. - [Robust Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Clean Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TTE | 71.5 | Not recorded | 69799806a2b28e761d87cb52 | | R-TPT | 71.2 | Not recorded | 69799806a2b28e761d87cb52 | | CLIP | 69.9 | Not recorded | 69799806a2b28e761d87cb52 | | TeCoA | 69.2 | Not recorded | 69799806a2b28e761d87cb52 | | Anti-Adv | 68 | Not recorded | 69799806a2b28e761d87cb52 | | CSR | 68 | Not recorded | 69799806a2b28e761d87cb52 | | HD | 66.4 | Not recorded | 69799806a2b28e761d87cb52 | | LPF | 64.2 | Not recorded | 69799806a2b28e761d87cb52 | | FARE | 63.9 | Not recorded | 69799806a2b28e761d87cb52 | | TTC | 54.7 | Not recorded | 69799806a2b28e761d87cb52 | ### TTE Clean Accuracy: 71.5. Result ID: 69a17d1735dfcabb00e7627d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-L/14","Method category":"Test-Time Defense"}. This record does not assert independent reproduction. ### R-TPT Clean Accuracy: 71.2. Result ID: 69a17d1735dfcabb00e76279. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-L/14","Method category":"Test-Time Defense"}. This record does not assert independent reproduction. ### CLIP Clean Accuracy: 69.9. Result ID: 69a17d1735dfcabb00e76276. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-L/14","Method category":"Original"}. This record does not assert independent reproduction. ### TeCoA Clean Accuracy: 69.2. Result ID: 69a17d1735dfcabb00e76277. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-L/14","Method category":"Adversarial Fine-tuning"}. This record does not assert independent reproduction. ### Anti-Adv Clean Accuracy: 68. Result ID: 69a17d1735dfcabb00e7627c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-L/14","Method category":"Test-Time Defense"}. This record does not assert independent reproduction. ### CSR Clean Accuracy: 68. Result ID: 69a17d1735dfcabb00e7627f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-L/14","Method category":"Test-Time Defense"}. This record does not assert independent reproduction. ### HD Clean Accuracy: 66.4. Result ID: 69a17d1735dfcabb00e7627b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-L/14","Method category":"Test-Time Defense"}. This record does not assert independent reproduction. ### LPF Clean Accuracy: 64.2. Result ID: 69a17d1735dfcabb00e7627a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP-L/14","Method category":"Test-Time Defense"}. This record does not assert independent reproduction. ### FARE Clean Accuracy: 63.9. Result ID: 69a17d1735dfcabb00e76278. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-L/14","Method category":"Adversarial Fine-tuning"}. This record does not assert independent reproduction. ### TTC Clean Accuracy: 54.7. Result ID: 69a17d1735dfcabb00e7627e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-L/14","Method category":"Test-Time Defense"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.