# Image Classification on ImageNet-R OOD (test) Source: [Image Classification on ImageNet-R OOD (test)]() Collection index: [llms.txt]() Data updated: 2026-06-25T08:46:53.464Z Evaluation of Image Classification performance specifically on the test split of the ImageNet-R Out-of-Distribution (OOD) dataset, reporting Top-1 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-R OOD (test) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SS-CA | 31.89 | Not recorded | 691bfdf36750be83fe5ceb57 | | Chen et al. | 31.69 | Not recorded | 691bfdf36750be83fe5ceb57 | | Xiao et al. | 31.65 | Not recorded | 691bfdf36750be83fe5ceb57 | | Conventional Training | 31.63 | Not recorded | 691bfdf36750be83fe5ceb57 | ### SS-CA Top-1 Accuracy: 31.89. Result ID: 6a3ceaeafbc373592c52a5bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP (ViT /32b)","Evaluation Protocol":"Linear Probing"}. This record does not assert independent reproduction. ### Chen et al. Top-1 Accuracy: 31.69. Result ID: 6a3ceaeafbc373592c52a5ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP (ViT /32b)","Evaluation Protocol":"Linear Probing"}. This record does not assert independent reproduction. ### Xiao et al. Top-1 Accuracy: 31.65. Result ID: 6a3ceaeafbc373592c52a5b9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP (ViT /32b)","Evaluation Protocol":"Linear Probing"}. This record does not assert independent reproduction. ### Conventional Training Top-1 Accuracy: 31.63. Result ID: 6a3ceaeafbc373592c52a5b8. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP (ViT /32b)","Evaluation Protocol":"Linear Probing"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.