# Image Classification on ImageNet Natural Distribution Shifts (R, Sketch, A) Source: [Image Classification on ImageNet Natural Distribution Shifts (R, Sketch, A)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:02:06.651Z Evaluation of Image Classification performance specifically across the ImageNet Natural Distribution Shifts subsets: Rendition (R), Sketch, and A. 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 Natural Distribution Shifts R, Sketch, A | | Metric | Rendition (Acc) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Rendition (Acc)](): Higher is better; unit: PERCENT. - [Sketch (Acc)](): Higher is better; unit: PERCENT. - [A (Acc)](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Rendition (Acc) | Result date | Report paper | | --- | --- | --- | --- | | CLIP | 87.7 | Not recorded | 68fa721c1e209131cea548b7 | | AugReg-ViT + DAD | 65.1 | Not recorded | 68fa721c1e209131cea548b7 | | AugReg-ViT + DAT + DAD | 53.2 | Not recorded | 68fa721c1e209131cea548b7 | | DAD | 51.6 | Not recorded | 68fa721c1e209131cea548b7 | | AugReg-ViT + Pyramid AT | 47.7 | Not recorded | 68fa721c1e209131cea548b7 | | DAT + DAD | 47.7 | Not recorded | 68fa721c1e209131cea548b7 | | AugReg-ViT + DAT | 47.3 | Not recorded | 68fa721c1e209131cea548b7 | | Advprop | 43.5 | Not recorded | 68fa721c1e209131cea548b7 | | DAT | 42 | Not recorded | 68fa721c1e209131cea548b7 | | Fast Advprop | 41.8 | Not recorded | 68fa721c1e209131cea548b7 | | Debiased | 40.8 | Not recorded | 68fa721c1e209131cea548b7 | | Debiased | 40.3 | Not recorded | 68fa721c1e209131cea548b7 | | AugReg-ViT | 39.5 | Not recorded | 68fa721c1e209131cea548b7 | | Pyramid AT | 38.9 | Not recorded | 68fa721c1e209131cea548b7 | | Advprop | 38.8 | Not recorded | 68fa721c1e209131cea548b7 | | ResNet50 | 36.1 | Not recorded | 68fa721c1e209131cea548b7 | | ViT | 27.1 | Not recorded | 68fa721c1e209131cea548b7 | ### CLIP Rendition (Acc): 87.7. Result ID: 699205343a6c3148490c189d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Resolution":"224x224"}. This record does not assert independent reproduction. ### AugReg-ViT + DAD Rendition (Acc): 65.1. Result ID: 699205343a6c3148490c18a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Resolution":"224x224"}. This record does not assert independent reproduction. ### AugReg-ViT + DAT + DAD Rendition (Acc): 53.2. Result ID: 699205343a6c3148490c18a6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Resolution":"224x224"}. This record does not assert independent reproduction. ### DAD Rendition (Acc): 51.6. Result ID: 699205343a6c3148490c18ac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"224x224"}. This record does not assert independent reproduction. ### AugReg-ViT + Pyramid AT Rendition (Acc): 47.7. Result ID: 699205343a6c3148490c18a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Resolution":"224x224"}. This record does not assert independent reproduction. ### DAT + DAD Rendition (Acc): 47.7. Result ID: 699205343a6c3148490c18ad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"224x224"}. This record does not assert independent reproduction. ### AugReg-ViT + DAT Rendition (Acc): 47.3. Result ID: 699205343a6c3148490c18a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Resolution":"224x224"}. This record does not assert independent reproduction. ### Advprop Rendition (Acc): 43.5. Result ID: 699205343a6c3148490c189f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Resolution":"224x224"}. This record does not assert independent reproduction. ### DAT Rendition (Acc): 42. Result ID: 699205343a6c3148490c18ab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"224x224"}. This record does not assert independent reproduction. ### Fast Advprop Rendition (Acc): 41.8. Result ID: 699205343a6c3148490c18a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Resolution":"224x224"}. This record does not assert independent reproduction. ### Debiased Rendition (Acc): 40.8. Result ID: 699205343a6c3148490c18aa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"224x224"}. This record does not assert independent reproduction. ### Debiased Rendition (Acc): 40.3. Result ID: 699205343a6c3148490c18a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Resolution":"224x224"}. This record does not assert independent reproduction. ### AugReg-ViT Rendition (Acc): 39.5. Result ID: 699205343a6c3148490c18a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Resolution":"224x224"}. This record does not assert independent reproduction. ### Pyramid AT Rendition (Acc): 38.9. Result ID: 699205343a6c3148490c18a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"224x224"}. This record does not assert independent reproduction. ### Advprop Rendition (Acc): 38.8. Result ID: 699205343a6c3148490c18a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"224x224"}. This record does not assert independent reproduction. ### ResNet50 Rendition (Acc): 36.1. Result ID: 699205343a6c3148490c18a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"224x224"}. This record does not assert independent reproduction. ### ViT Rendition (Acc): 27.1. Result ID: 699205343a6c3148490c189e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Resolution":"224x224"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.