# Image Classification on ImageNet 1K (test) (Adversarial Robustness) Source: [Image Classification on ImageNet 1K (test) (Adversarial Robustness)]() Collection index: [llms.txt]() Data updated: 2026-03-31T08:14:05.402Z Evaluation of Image Classification performance on the test split of the ImageNet 1k dataset, reporting Top-1 Accuracy under both clean and adversarial conditions. 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 1K (test) | | Metric | Top-1 Accuracy (Clean) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 Accuracy (Clean)](): Higher is better; unit: PERCENT. - [Top-1 Accuracy (Adversarial)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy (Clean) | Result date | Report paper | | --- | --- | --- | --- | | Vanilla FT | 74.86 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | GRACE | 74.21 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | TPGM | 74.13 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | SPD | 73.68 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | FLYP | 72.15 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | WiSE-FT | 70.2 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | CLIP | 63.35 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | PMG-AFT | 58.2 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | LAAT | 55.46 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | TeCoA | 52.54 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | FARE | 47.38 | Not recorded | 69cb54ee0636e5bf4afc9d9a | ### Vanilla FT Top-1 Accuracy (Clean): 74.86. Result ID: 69cb824347f34ce924b3b218. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### GRACE Top-1 Accuracy (Clean): 74.21. Result ID: 69cb824347f34ce924b3b221. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### TPGM Top-1 Accuracy (Clean): 74.13. Result ID: 69cb824347f34ce924b3b21b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### SPD Top-1 Accuracy (Clean): 73.68. Result ID: 69cb824347f34ce924b3b21c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### FLYP Top-1 Accuracy (Clean): 72.15. Result ID: 69cb824347f34ce924b3b21a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### WiSE-FT Top-1 Accuracy (Clean): 70.2. Result ID: 69cb824347f34ce924b3b219. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### CLIP Top-1 Accuracy (Clean): 63.35. Result ID: 69cb824347f34ce924b3b217. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### PMG-AFT Top-1 Accuracy (Clean): 58.2. Result ID: 69cb824347f34ce924b3b21f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### LAAT Top-1 Accuracy (Clean): 55.46. Result ID: 69cb824347f34ce924b3b220. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### TeCoA Top-1 Accuracy (Clean): 52.54. Result ID: 69cb824347f34ce924b3b21d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### FARE Top-1 Accuracy (Clean): 47.38. Result ID: 69cb824347f34ce924b3b21e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.