# Image Classification on ImageNet S R V2 Source: [Image Classification on ImageNet S R V2]() Collection index: [llms.txt]() Data updated: 2026-03-31T08:14:05.916Z Evaluation of Image Classification performance across the ImageNet S, R, and V2 variants, focusing on domain shift and adversarial robustness metrics. 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 S R V2 | | Metric | Domain Shift Accuracy (Same Classes) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [Domain Shift Accuracy (Same Classes)](): Higher is better; unit: PERCENT. - [Adversarial OOD Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Domain Shift Accuracy (Same Classes) | Result date | Report paper | | --- | --- | --- | --- | | WISE-FT | 66.6 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | TPGM | 65.5 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | SPD | 64.9 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | FLYP | 64.67 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | GRACE | 63.1 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | CLIP | 62.6 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | Vanilla FT | 60.43 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | PMG-AFT | 51.47 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | LAAT | 49.07 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | FARE | 48.17 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | TeCoA | 47.2 | Not recorded | 69cb54ee0636e5bf4afc9d9a | ### WISE-FT Domain Shift Accuracy (Same Classes): 66.6. Result ID: 69cb824347f34ce924b3b32c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Adversarial Perturbation Strength (ϵ)":"4/255"}. This record does not assert independent reproduction. ### TPGM Domain Shift Accuracy (Same Classes): 65.5. Result ID: 69cb824347f34ce924b3b32e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Adversarial Perturbation Strength (ϵ)":"4/255"}. This record does not assert independent reproduction. ### SPD Domain Shift Accuracy (Same Classes): 64.9. Result ID: 69cb824347f34ce924b3b32f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Adversarial Perturbation Strength (ϵ)":"4/255"}. This record does not assert independent reproduction. ### FLYP Domain Shift Accuracy (Same Classes): 64.67. Result ID: 69cb824347f34ce924b3b32d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Adversarial Perturbation Strength (ϵ)":"4/255"}. This record does not assert independent reproduction. ### GRACE Domain Shift Accuracy (Same Classes): 63.1. Result ID: 69cb824347f34ce924b3b334. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Adversarial Perturbation Strength (ϵ)":"4/255"}. This record does not assert independent reproduction. ### CLIP Domain Shift Accuracy (Same Classes): 62.6. Result ID: 69cb824347f34ce924b3b32a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Adversarial Perturbation Strength (ϵ)":"4/255"}. This record does not assert independent reproduction. ### Vanilla FT Domain Shift Accuracy (Same Classes): 60.43. Result ID: 69cb824347f34ce924b3b32b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Adversarial Perturbation Strength (ϵ)":"4/255"}. This record does not assert independent reproduction. ### PMG-AFT Domain Shift Accuracy (Same Classes): 51.47. Result ID: 69cb824347f34ce924b3b332. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Adversarial Perturbation Strength (ϵ)":"4/255"}. This record does not assert independent reproduction. ### LAAT Domain Shift Accuracy (Same Classes): 49.07. Result ID: 69cb824347f34ce924b3b333. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Adversarial Perturbation Strength (ϵ)":"4/255"}. This record does not assert independent reproduction. ### FARE Domain Shift Accuracy (Same Classes): 48.17. Result ID: 69cb824347f34ce924b3b331. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Adversarial Perturbation Strength (ϵ)":"4/255"}. This record does not assert independent reproduction. ### TeCoA Domain Shift Accuracy (Same Classes): 47.2. Result ID: 69cb824347f34ce924b3b330. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Adversarial Perturbation Strength (ϵ)":"4/255"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.