# Image Classification on ImageNet (val) (ID/Adv ID Evaluation) Source: [Image Classification on ImageNet (val) (ID/Adv ID Evaluation)]() Collection index: [llms.txt]() Data updated: 2026-03-31T08:14:05.879Z Evaluation of Image Classification performance on the validation split of the ImageNet dataset, reporting specific metrics related to model identification or adversarial robustness (ID and Adv ID). 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 (val) | | Metric | ID Accuracy | | 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 - [ID Accuracy](): Higher is better; unit: PERCENT. - [Adv ID Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | ID Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TPGM | 82.85 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | FLYP | 82.6 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | WISE-FT | 82.5 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | SPD | 82.4 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | GRACE | 82.3 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | Vanilla FT | 81.3 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | PMG-AFT | 68.5 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | CLIP | 68.35 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | TeCoA | 66.8 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | LAAT | 64.2 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | FARE | 58.2 | Not recorded | 69cb54ee0636e5bf4afc9d9a | ### TPGM ID Accuracy: 82.85. Result ID: 69cb824347f34ce924b3b323. [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 ID Accuracy: 82.6. Result ID: 69cb824347f34ce924b3b322. [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. ### WISE-FT ID Accuracy: 82.5. Result ID: 69cb824347f34ce924b3b321. [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 ID Accuracy: 82.4. Result ID: 69cb824347f34ce924b3b324. [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 ID Accuracy: 82.3. Result ID: 69cb824347f34ce924b3b329. [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. ### Vanilla FT ID Accuracy: 81.3. Result ID: 69cb824347f34ce924b3b320. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Adversarial Perturbation Strength (ϵ)":"4/255"}. This record does not assert independent reproduction. ### PMG-AFT ID Accuracy: 68.5. Result ID: 69cb824347f34ce924b3b327. [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 ID Accuracy: 68.35. Result ID: 69cb824347f34ce924b3b31f. [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. ### TeCoA ID Accuracy: 66.8. Result ID: 69cb824347f34ce924b3b325. [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 ID Accuracy: 64.2. Result ID: 69cb824347f34ce924b3b328. [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 ID Accuracy: 58.2. Result ID: 69cb824347f34ce924b3b326. [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.