# Robust Image Classification on 15 Datasets Aggregate Zero-shot Source: [Robust Image Classification on 15 Datasets Aggregate Zero-shot]() Collection index: [llms.txt]() Data updated: 2026-02-27T13:16:44.289Z Average performance of Robust Image Classification models evaluated across an aggregate of 15 datasets using a zero-shot protocol, reported via Zero-shot Average Robust Accuracy. 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 | Robust Image Classification | | Dataset (including any stated split) | 15 Datasets Aggregate Zero-shot | | Metric | Zero-shot Robust Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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 - [Zero-shot Robust Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Zero-shot Robust Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SAFT-L | 8.65 | Not recorded | 6992a4ad9ebc499c97406d32 | | TGA-ZSR | 7.13 | Not recorded | 6992a4ad9ebc499c97406d32 | | PMG-AFT | 6.47 | Not recorded | 6992a4ad9ebc499c97406d32 | | TeCoA | 2.31 | Not recorded | 6992a4ad9ebc499c97406d32 | ### SAFT-L Zero-shot Robust Accuracy: 8.65. Result ID: 69a1992435dfcabb00e7dd1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"PGD-100","Epsilon":"4/255","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### TGA-ZSR Zero-shot Robust Accuracy: 7.13. Result ID: 69a1992435dfcabb00e7dd1a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack":"PGD-100","Epsilon":"4/255","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### PMG-AFT Zero-shot Robust Accuracy: 6.47. Result ID: 69a1992435dfcabb00e7dd19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"PGD-100","Epsilon":"4/255","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### TeCoA Zero-shot Robust Accuracy: 2.31. Result ID: 69a1992435dfcabb00e7dd18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"PGD-100","Epsilon":"4/255","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.