# Image Classification on ImageNet-A (Adversarial Robustness) Source: [Image Classification on ImageNet-A (Adversarial Robustness)]() Collection index: [llms.txt]() Data updated: 2026-05-20T09:29:21.910Z Evaluation of Image Classification performance on the ImageNet-A dataset, specifically measuring robustness against adversarial examples alongside clean 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-A | | Metric | Top-1 Accuracy (Clean) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 | | --- | --- | --- | --- | | CLIP | 32.69 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | WiSE-FT | 32.6 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | TPGM | 32.38 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | SPD | 32.07 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | A-TPT | 31.6 | Not recorded | 6a0d4031f984739ed673796d | | FLYP | 30.06 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | R-TPT | 28.4 | Not recorded | 6a0d4031f984739ed673796d | | MTA | 27.5 | Not recorded | 6a0d4031f984739ed673796d | | TPT-Ensemble | 22.6 | Not recorded | 6a0d4031f984739ed673796d | | Vanilla FT | 22.47 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | CLIP | 21.8 | Not recorded | 6a0d4031f984739ed673796d | | GRACE | 20.02 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | LAAT | 12.23 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | PMG-AFT | 8.22 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | FARE | 5.97 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | TeCoA | 5.11 | Not recorded | 69cb54ee0636e5bf4afc9d9a | ### CLIP Top-1 Accuracy (Clean): 32.69. Result ID: 69cb824347f34ce924b3b243. [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): 32.6. Result ID: 69cb824347f34ce924b3b245. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### TPGM Top-1 Accuracy (Clean): 32.38. Result ID: 69cb824347f34ce924b3b247. [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): 32.07. Result ID: 69cb824347f34ce924b3b248. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### A-TPT Top-1 Accuracy (Clean): 31.6. Result ID: 6a0d7edefbc373592c05dc82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### FLYP Top-1 Accuracy (Clean): 30.06. Result ID: 69cb824347f34ce924b3b246. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### R-TPT Top-1 Accuracy (Clean): 28.4. Result ID: 6a0d7edefbc373592c05dc81. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### MTA Top-1 Accuracy (Clean): 27.5. Result ID: 6a0d7edefbc373592c05dc80. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### TPT-Ensemble Top-1 Accuracy (Clean): 22.6. Result ID: 6a0d7edefbc373592c05dc7f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Vanilla FT Top-1 Accuracy (Clean): 22.47. Result ID: 69cb824347f34ce924b3b244. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### CLIP Top-1 Accuracy (Clean): 21.8. Result ID: 6a0d7edefbc373592c05dc7e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### GRACE Top-1 Accuracy (Clean): 20.02. Result ID: 69cb824347f34ce924b3b24d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### LAAT Top-1 Accuracy (Clean): 12.23. Result ID: 69cb824347f34ce924b3b24c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### PMG-AFT Top-1 Accuracy (Clean): 8.22. Result ID: 69cb824347f34ce924b3b24b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### FARE Top-1 Accuracy (Clean): 5.97. Result ID: 69cb824347f34ce924b3b24a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### TeCoA Top-1 Accuracy (Clean): 5.11. Result ID: 69cb824347f34ce924b3b249. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. 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