# Image Classification on ImageNet OOD Variants V2, Sketch, A, R (test val) Source: [Image Classification on ImageNet OOD Variants V2, Sketch, A, R (test val)]() Collection index: [llms.txt]() Data updated: 2026-05-26T10:10:42.416Z Evaluation of Image Classification performance across the base ImageNet test/validation set and the specific Out-of-Distribution variants: V2, Sketch, A, and R, reporting individual scores and an overall average. 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 OOD Variants V2 Sketch A R (test val) | | Metric | ImageNet Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [ImageNet Accuracy](): Higher is better; unit: PERCENT. - [ImageNet-V2 Accuracy](): Higher is better; unit: PERCENT. - [ImageNet-Sketch Accuracy](): Higher is better; unit: PERCENT. - [ImageNet-A Accuracy](): Higher is better; unit: PERCENT. - [ImageNet-R Accuracy](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | ImageNet Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SCAN | 69.92 | Not recorded | 68fa78971e209131cea792d5 | | SimNL | 66.52 | Not recorded | 68fa78971e209131cea792d5 | | GraphAdapter | 64.94 | Not recorded | 68fa78971e209131cea792d5 | | TaskRes | 64.75 | Not recorded | 68fa78971e209131cea792d5 | | CoOp | 62.95 | Not recorded | 68fa78971e209131cea792d5 | | CoCoOp | 62.71 | Not recorded | 68fa78971e209131cea792d5 | | ProGrad | 62.17 | Not recorded | 68fa78971e209131cea792d5 | | TPT | 60.74 | Not recorded | 68fa78971e209131cea792d5 | | Zero-Shot CLIP | 60.33 | Not recorded | 68fa78971e209131cea792d5 | | LP CLIP | 56.13 | Not recorded | 68fa78971e209131cea792d5 | ### SCAN ImageNet Accuracy: 69.92. Result ID: 6a15718dfbc373592c0d6aba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### SimNL ImageNet Accuracy: 66.52. Result ID: 6a15718dfbc373592c0d6ab9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### GraphAdapter ImageNet Accuracy: 64.94. Result ID: 6a15718dfbc373592c0d6ab8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### TaskRes ImageNet Accuracy: 64.75. Result ID: 6a15718dfbc373592c0d6ab7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### CoOp ImageNet Accuracy: 62.95. Result ID: 6a15718dfbc373592c0d6ab3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### CoCoOp ImageNet Accuracy: 62.71. Result ID: 6a15718dfbc373592c0d6ab4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### ProGrad ImageNet Accuracy: 62.17. Result ID: 6a15718dfbc373592c0d6ab5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### TPT ImageNet Accuracy: 60.74. Result ID: 6a15718dfbc373592c0d6ab6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### Zero-Shot CLIP ImageNet Accuracy: 60.33. Result ID: 6a15718dfbc373592c0d6ab1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot"}. This record does not assert independent reproduction. ### LP CLIP ImageNet Accuracy: 56.13. Result ID: 6a15718dfbc373592c0d6ab2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Linear Probing"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.