# Image Classification on ImageNet Distribution Shifts Average Source: [Image Classification on ImageNet Distribution Shifts Average]() Collection index: [llms.txt]() Data updated: 2026-05-29T08:43:42.722Z Evaluation of Image Classification performance on the aggregated ImageNet Distribution Shifts Average dataset, reporting Accuracy and Expected Calibration Error (ECE). 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 Distribution Shifts Average | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [ECE](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TRACER | 42.73 | Not recorded | 6a191d73dbd7150506f826b6 | | CaRot | 42.71 | Not recorded | 6a191d73dbd7150506f826b6 | | FLYP | 42.7 | Not recorded | 6a191d73dbd7150506f826b6 | | ZS | 42.52 | Not recorded | 6a191d73dbd7150506f826b6 | | FT | 41.97 | Not recorded | 6a191d73dbd7150506f826b6 | | LP-FT | 41.62 | Not recorded | 6a191d73dbd7150506f826b6 | ### TRACER Accuracy: 42.73. Result ID: 6a1951adfbc373592c13be96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ResNet50"}. This record does not assert independent reproduction. ### CaRot Accuracy: 42.71. Result ID: 6a1951adfbc373592c13be95. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP ResNet50"}. This record does not assert independent reproduction. ### FLYP Accuracy: 42.7. Result ID: 6a1951adfbc373592c13be94. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP ResNet50"}. This record does not assert independent reproduction. ### ZS Accuracy: 42.52. Result ID: 6a1951adfbc373592c13be91. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP ResNet50"}. This record does not assert independent reproduction. ### FT Accuracy: 41.97. Result ID: 6a1951adfbc373592c13be92. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP ResNet50"}. This record does not assert independent reproduction. ### LP-FT Accuracy: 41.62. Result ID: 6a1951adfbc373592c13be93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ResNet50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.