# Image Classification on ImageNet (Top-1 Clean Accuracy, Top-1 Robust Accuracy) Source: [Image Classification on ImageNet (Top-1 Clean Accuracy, Top-1 Robust Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-05-26T13:12:38.103Z Evaluation of Image Classification performance on the standard ImageNet dataset, reporting both standard clean accuracy and adversarial robustness 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 | Top-1 Clean Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 Clean Accuracy](): Higher is better; unit: PERCENT. - [Top-1 Robust Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Clean Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CLBP | 65.96 | Not recorded | 6a152978dbd7150506f7e433 | | CLIP | 59.69 | Not recorded | 6a152978dbd7150506f7e433 | | SCC | 56.03 | Not recorded | 6a152978dbd7150506f7e433 | | Anti-adv | 54.27 | Not recorded | 6a152978dbd7150506f7e433 | | CLIP-FT | 54.24 | Not recorded | 6a152978dbd7150506f7e433 | | TTC | 49.49 | Not recorded | 6a152978dbd7150506f7e433 | | FARE | 48.79 | Not recorded | 6a152978dbd7150506f7e433 | | PMG-AFT | 36.12 | Not recorded | 6a152978dbd7150506f7e433 | | TeCoA | 34.89 | Not recorded | 6a152978dbd7150506f7e433 | ### CLBP Top-1 Clean Accuracy: 65.96. Result ID: 6a159c35fbc373592c0e933f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"zero-shot","attack":"CW-ℓ∞","epsilon\_a":"1/255"}. This record does not assert independent reproduction. ### CLIP Top-1 Clean Accuracy: 59.69. Result ID: 6a159c35fbc373592c0e9337. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"zero-shot","attack":"CW-ℓ∞","epsilon\_a":"1/255"}. This record does not assert independent reproduction. ### SCC Top-1 Clean Accuracy: 56.03. Result ID: 6a159c35fbc373592c0e933e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"zero-shot","attack":"CW-ℓ∞","epsilon\_a":"1/255"}. This record does not assert independent reproduction. ### Anti-adv Top-1 Clean Accuracy: 54.27. Result ID: 6a159c35fbc373592c0e933c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"zero-shot","attack":"CW-ℓ∞","epsilon\_a":"1/255"}. This record does not assert independent reproduction. ### CLIP-FT Top-1 Clean Accuracy: 54.24. Result ID: 6a159c35fbc373592c0e9338. [Reporting paper]() Recorded evaluation configuration: {"mode":"zero-shot","attack":"CW-ℓ∞","epsilon\_a":"1/255"}. This record does not assert independent reproduction. ### TTC Top-1 Clean Accuracy: 49.49. Result ID: 6a159c35fbc373592c0e933d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"zero-shot","attack":"CW-ℓ∞","epsilon\_a":"1/255"}. This record does not assert independent reproduction. ### FARE Top-1 Clean Accuracy: 48.79. Result ID: 6a159c35fbc373592c0e933a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"zero-shot","attack":"CW-ℓ∞","epsilon\_a":"1/255"}. This record does not assert independent reproduction. ### PMG-AFT Top-1 Clean Accuracy: 36.12. Result ID: 6a159c35fbc373592c0e9339. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"zero-shot","attack":"CW-ℓ∞","epsilon\_a":"1/255"}. This record does not assert independent reproduction. ### TeCoA Top-1 Clean Accuracy: 34.89. Result ID: 6a159c35fbc373592c0e933b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"zero-shot","attack":"CW-ℓ∞","epsilon\_a":"1/255"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.