# Image Classification on ImageNet V2 (Top-1 Accuracy and Avg. shifts) Source: [Image Classification on ImageNet V2 (Top-1 Accuracy and Avg. shifts)]() Collection index: [llms.txt]() Data updated: 2026-05-29T08:43:42.799Z Evaluation of Image Classification performance on the ImageNet V2 dataset, reporting Top-1 Accuracy and Average Shifts metrics. 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 | | 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 Shifts](): Lower is better; unit: SCALAR. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Model Stock | 74.83 | Not recorded | 6a191d73dbd7150506f826b6 | | TRACER | 74.12 | Not recorded | 6a191d73dbd7150506f826b6 | | CaRot | 74.08 | Not recorded | 6a191d73dbd7150506f826b6 | | CAR-FT | 74.03 | Not recorded | 6a191d73dbd7150506f826b6 | | Lipsum-FT | 73.57 | Not recorded | 6a191d73dbd7150506f826b6 | | Static SD | 73.13 | Not recorded | 6a191d73dbd7150506f826b6 | | ARF | 72.77 | Not recorded | 6a191d73dbd7150506f826b6 | | FLYP | 72.76 | Not recorded | 6a191d73dbd7150506f826b6 | | L2-SP | 72.63 | Not recorded | 6a191d73dbd7150506f826b6 | | Direct FT | 72.57 | Not recorded | 6a191d73dbd7150506f826b6 | | LP-FT | 72.09 | Not recorded | 6a191d73dbd7150506f826b6 | | ZS | 61.93 | Not recorded | 6a191d73dbd7150506f826b6 | ### Model Stock Top-1 Accuracy: 74.83. Result ID: 6a1951adfbc373592c13bf17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Seeds":"3"}. This record does not assert independent reproduction. ### TRACER Top-1 Accuracy: 74.12. Result ID: 6a1951adfbc373592c13bf1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Seeds":"3"}. This record does not assert independent reproduction. ### CaRot Top-1 Accuracy: 74.08. Result ID: 6a1951adfbc373592c13bf19. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Seeds":"3"}. This record does not assert independent reproduction. ### CAR-FT Top-1 Accuracy: 74.03. Result ID: 6a1951adfbc373592c13bf15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Seeds":"3"}. This record does not assert independent reproduction. ### Lipsum-FT Top-1 Accuracy: 73.57. Result ID: 6a1951adfbc373592c13bf16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Seeds":"3"}. This record does not assert independent reproduction. ### Static SD Top-1 Accuracy: 73.13. Result ID: 6a1951adfbc373592c13bf12. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Seeds":"3"}. This record does not assert independent reproduction. ### ARF Top-1 Accuracy: 72.77. Result ID: 6a1951adfbc373592c13bf18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Seeds":"3"}. This record does not assert independent reproduction. ### FLYP Top-1 Accuracy: 72.76. Result ID: 6a1951adfbc373592c13bf14. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Seeds":"3"}. This record does not assert independent reproduction. ### L2-SP Top-1 Accuracy: 72.63. Result ID: 6a1951adfbc373592c13bf11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Seeds":"3"}. This record does not assert independent reproduction. ### Direct FT Top-1 Accuracy: 72.57. Result ID: 6a1951adfbc373592c13bf10. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Seeds":"3"}. This record does not assert independent reproduction. ### LP-FT Top-1 Accuracy: 72.09. Result ID: 6a1951adfbc373592c13bf13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Seeds":"3"}. This record does not assert independent reproduction. ### ZS Top-1 Accuracy: 61.93. Result ID: 6a1951adfbc373592c13bf0f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Seeds":"3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.