# Image Classification on ImageNet-Adversarial (IN-A) Source: [Image Classification on ImageNet-Adversarial (IN-A)]() Collection index: [llms.txt]() Data updated: 2026-05-29T08:43:42.830Z Evaluation of Image Classification performance, reporting Top-1 Accuracy and average adversarial shifts, on the ImageNet-Adversarial (IN-A) dataset. 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-Adversarial (IN-A) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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](): Higher is better; unit: PERCENT. - [Average Shift Magnitude](): Higher is better; unit: SCALAR. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TRACER | 54.72 | Not recorded | 6a191d73dbd7150506f826b6 | | CaRot | 51.57 | Not recorded | 6a191d73dbd7150506f826b6 | | Model Stock | 51.23 | Not recorded | 6a191d73dbd7150506f826b6 | | ARF | 50.27 | Not recorded | 6a191d73dbd7150506f826b6 | | ZS | 49.95 | Not recorded | 6a191d73dbd7150506f826b6 | | Lipsum-FT | 49.87 | Not recorded | 6a191d73dbd7150506f826b6 | | CAR-FT | 49.53 | Not recorded | 6a191d73dbd7150506f826b6 | | FLYP | 48.49 | Not recorded | 6a191d73dbd7150506f826b6 | | LP-FT | 46.32 | Not recorded | 6a191d73dbd7150506f826b6 | | Static SD | 42.33 | Not recorded | 6a191d73dbd7150506f826b6 | | L2-SP | 39.73 | Not recorded | 6a191d73dbd7150506f826b6 | | Direct FT | 39.23 | Not recorded | 6a191d73dbd7150506f826b6 | ### TRACER Top-1 Accuracy: 54.72. Result ID: 6a1951adfbc373592c13bf32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### CaRot Top-1 Accuracy: 51.57. Result ID: 6a1951adfbc373592c13bf31. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Model Stock Top-1 Accuracy: 51.23. Result ID: 6a1951adfbc373592c13bf2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ARF Top-1 Accuracy: 50.27. Result ID: 6a1951adfbc373592c13bf30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ZS Top-1 Accuracy: 49.95. Result ID: 6a1951adfbc373592c13bf27. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Lipsum-FT Top-1 Accuracy: 49.87. Result ID: 6a1951adfbc373592c13bf2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### CAR-FT Top-1 Accuracy: 49.53. Result ID: 6a1951adfbc373592c13bf2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### FLYP Top-1 Accuracy: 48.49. Result ID: 6a1951adfbc373592c13bf2c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### LP-FT Top-1 Accuracy: 46.32. Result ID: 6a1951adfbc373592c13bf2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Static SD Top-1 Accuracy: 42.33. Result ID: 6a1951adfbc373592c13bf2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### L2-SP Top-1 Accuracy: 39.73. Result ID: 6a1951adfbc373592c13bf29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Direct FT Top-1 Accuracy: 39.23. Result ID: 6a1951adfbc373592c13bf28. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.