# Image Classification on ImageNet V2 (Clean and Adversarial Accuracy) Source: [Image Classification on ImageNet V2 (Clean and Adversarial Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-05-20T09:29:21.882Z Evaluation of Image Classification performance on the ImageNet V2 dataset, specifically reporting Top-1 Accuracy under clean (standard) 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 V2 | | 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 | | --- | --- | --- | --- | | Vanilla FT | 63.75 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | TPGM | 63.2 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | SPD | 62.6 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | GRACE | 62.6 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | FLYP | 62.22 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | WiSE-FT | 61.06 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | CLIP | 56.48 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | A-TPT | 55.1 | Not recorded | 6a0d4031f984739ed673796d | | R-TPT | 54.9 | Not recorded | 6a0d4031f984739ed673796d | | MTA | 54.2 | Not recorded | 6a0d4031f984739ed673796d | | TPT-Ensemble | 52 | Not recorded | 6a0d4031f984739ed673796d | | CLIP | 51.5 | Not recorded | 6a0d4031f984739ed673796d | | PMG-AFT | 43.5 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | LAAT | 42.3 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | TeCoA | 41.1 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | FARE | 39 | Not recorded | 69cb54ee0636e5bf4afc9d9a | ### Vanilla FT Top-1 Accuracy (Clean): 63.75. Result ID: 69cb824347f34ce924b3b223. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### TPGM Top-1 Accuracy (Clean): 63.2. Result ID: 69cb824347f34ce924b3b226. [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): 62.6. Result ID: 69cb824347f34ce924b3b227. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### GRACE Top-1 Accuracy (Clean): 62.6. Result ID: 69cb824347f34ce924b3b22c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### FLYP Top-1 Accuracy (Clean): 62.22. Result ID: 69cb824347f34ce924b3b225. [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): 61.06. Result ID: 69cb824347f34ce924b3b224. [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): 56.48. Result ID: 69cb824347f34ce924b3b222. [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): 55.1. Result ID: 6a0d7edefbc373592c05dc87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### R-TPT Top-1 Accuracy (Clean): 54.9. Result ID: 6a0d7edefbc373592c05dc86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### MTA Top-1 Accuracy (Clean): 54.2. Result ID: 6a0d7edefbc373592c05dc85. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### TPT-Ensemble Top-1 Accuracy (Clean): 52. Result ID: 6a0d7edefbc373592c05dc84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### CLIP Top-1 Accuracy (Clean): 51.5. Result ID: 6a0d7edefbc373592c05dc83. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### PMG-AFT Top-1 Accuracy (Clean): 43.5. Result ID: 69cb824347f34ce924b3b22a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### LAAT Top-1 Accuracy (Clean): 42.3. Result ID: 69cb824347f34ce924b3b22b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### TeCoA Top-1 Accuracy (Clean): 41.1. Result ID: 69cb824347f34ce924b3b228. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### FARE Top-1 Accuracy (Clean): 39. Result ID: 69cb824347f34ce924b3b229. [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.