# Image Classification on ImageNet Out-of-Distribution Variants Cross-domain Source: [Image Classification on ImageNet Out-of-Distribution Variants Cross-domain]() Collection index: [llms.txt]() Data updated: 2026-06-01T08:39:57.319Z Evaluation of standard Image Classification performance across various ImageNet Out-of-Distribution test sets, including ImageNet-V2, ImageNet-S, ImageNet-A, and ImageNet-R. 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 Out-of-Distribution Variants Cross-domain | | Metric | Top-1 Acc (ImageNet-V2) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 Acc (ImageNet-V2)](): Higher is better; unit: PERCENT. - [Top-1 Acc (ImageNet-S)](): Higher is better; unit: PERCENT. - [Top-1 Acc (ImageNet-A)](): Higher is better; unit: PERCENT. - [Top-1 Acc (ImageNet-R)](): Higher is better; unit: PERCENT. - [Avg Top-1 Acc (OOD)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc (ImageNet-V2) | Result date | Report paper | | --- | --- | --- | --- | | VACSR | 65.7 | Not recorded | 6a1d11e6dbd7150506f83e16 | | CLIPOOD | 64.9 | Not recorded | 6a1d11e6dbd7150506f83e16 | | MMRL | 64.5 | Not recorded | 6a1d11e6dbd7150506f83e16 | | CoPrompt | 64.3 | Not recorded | 6a1d11e6dbd7150506f83e16 | | MMA | 64.3 | Not recorded | 6a1d11e6dbd7150506f83e16 | | CoOp | 64.2 | Not recorded | 68fa70c91e209131cea4d132 | | VPT | 64.2 | Not recorded | 68fa70c91e209131cea4d132 | | CoCoOp | 64.1 | Not recorded | 68fa70c91e209131cea4d132 | | MaPLe | 64.1 | Not recorded | 68fa70c91e209131cea4d132 | | COCOOP | 64.1 | Not recorded | 6a1d11e6dbd7150506f83e16 | | MaPLe | 64.1 | Not recorded | 6a1d11e6dbd7150506f83e16 | | LASP | 63.8 | Not recorded | 68fa70c91e209131cea4d132 | | POMP | 63.8 | Not recorded | 68fa70c91e209131cea4d132 | | hard prompt | 60.9 | Not recorded | 68fa70c91e209131cea4d132 | | ZERO-SHOT | 60.8 | Not recorded | 6a1d11e6dbd7150506f83e16 | ### VACSR Top-1 Acc (ImageNet-V2): 65.7. Result ID: 6a1d454afbc373592c1683b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16"}. This record does not assert independent reproduction. ### CLIPOOD Top-1 Acc (ImageNet-V2): 64.9. Result ID: 6a1d454afbc373592c1683af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16"}. This record does not assert independent reproduction. ### MMRL Top-1 Acc (ImageNet-V2): 64.5. Result ID: 6a1d454afbc373592c1683b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16"}. This record does not assert independent reproduction. ### CoPrompt Top-1 Acc (ImageNet-V2): 64.3. Result ID: 6a1d454afbc373592c1683b1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16"}. This record does not assert independent reproduction. ### MMA Top-1 Acc (ImageNet-V2): 64.3. Result ID: 6a1d454afbc373592c1683b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16"}. This record does not assert independent reproduction. ### CoOp Top-1 Acc (ImageNet-V2): 64.2. Result ID: 699157d33a6c3148490774af. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT/B-16"}. This record does not assert independent reproduction. ### VPT Top-1 Acc (ImageNet-V2): 64.2. Result ID: 699157d33a6c3148490774b2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT/B-16"}. This record does not assert independent reproduction. ### CoCoOp Top-1 Acc (ImageNet-V2): 64.1. Result ID: 699157d33a6c3148490774b0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT/B-16"}. This record does not assert independent reproduction. ### MaPLe Top-1 Acc (ImageNet-V2): 64.1. Result ID: 699157d33a6c3148490774b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT/B-16"}. This record does not assert independent reproduction. ### COCOOP Top-1 Acc (ImageNet-V2): 64.1. Result ID: 6a1d454afbc373592c1683ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16"}. This record does not assert independent reproduction. ### MaPLe Top-1 Acc (ImageNet-V2): 64.1. Result ID: 6a1d454afbc373592c1683b0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16"}. This record does not assert independent reproduction. ### LASP Top-1 Acc (ImageNet-V2): 63.8. Result ID: 699157d33a6c3148490774b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT/B-16"}. This record does not assert independent reproduction. ### POMP Top-1 Acc (ImageNet-V2): 63.8. Result ID: 699157d33a6c3148490774b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT/B-16"}. This record does not assert independent reproduction. ### hard prompt Top-1 Acc (ImageNet-V2): 60.9. Result ID: 699157d33a6c3148490774ae. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT/B-16"}. This record does not assert independent reproduction. ### ZERO-SHOT Top-1 Acc (ImageNet-V2): 60.8. Result ID: 6a1d454afbc373592c1683ad. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.