# Zero-shot Image Classification on Food101 (PGD Robustness) Source: [Zero-shot Image Classification on Food101 (PGD Robustness)]() Collection index: [llms.txt]() Data updated: 2026-05-19T10:58:26.712Z Evaluation of Zero-shot Image Classification performance on the Food101 dataset, specifically reporting clean accuracy and robustness against PGD-100 attacks with epsilon 1/255. 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 | Zero-shot Image Classification | | Dataset (including any stated split) | Food101 | | Metric | Accuracy (Robust, PGD-100, eps=1/255) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Accuracy (Robust, PGD-100, eps=1/255)](): Higher is better; unit: PERCENT. - [Accuracy (Clean)](): Higher is better; unit: PERCENT. - [Accuracy (Robust, CW)](): Higher is better; unit: PERCENT. - [Accuracy (DI)](): Higher is better; unit: PERCENT. - [Accuracy (AA)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Robust, PGD-100, eps=1/255) | Result date | Report paper | | --- | --- | --- | --- | | TAME | 60.8 | Not recorded | 6a0beee6dbc836b87d82c7fb | | SAFT-L | 26.19 | Not recorded | 6992a4ad9ebc499c97406d32 | | FARE | 25.56 | Not recorded | 6992a4ad9ebc499c97406d32 | | TeCoA | 25.19 | Not recorded | 6992a4ad9ebc499c97406d32 | | PMG-AFT | 24.44 | Not recorded | 6992a4ad9ebc499c97406d32 | | TGA-ZSR | 24.41 | Not recorded | 6992a4ad9ebc499c97406d32 | | SAFT-M | 24.13 | Not recorded | 6992a4ad9ebc499c97406d32 | | Vanilla | 3.6 | Not recorded | 6a0beee6dbc836b87d82c7fb | | CLIP | 3.45 | Not recorded | 6992a4ad9ebc499c97406d32 | ### TAME Accuracy (Robust, PGD-100, eps=1/255): 60.8. Result ID: 6a0c4251fbc373592c032bd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Evaluation Protocol":"Zero-shot","Prompt Configuration":"V-L Independent"}. This record does not assert independent reproduction. ### SAFT-L Accuracy (Robust, PGD-100, eps=1/255): 26.19. Result ID: 69a1992435dfcabb00e7dc61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FARE Accuracy (Robust, PGD-100, eps=1/255): 25.56. Result ID: 69a1992435dfcabb00e7dc5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TeCoA Accuracy (Robust, PGD-100, eps=1/255): 25.19. Result ID: 69a1992435dfcabb00e7dc5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PMG-AFT Accuracy (Robust, PGD-100, eps=1/255): 24.44. Result ID: 69a1992435dfcabb00e7dc5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TGA-ZSR Accuracy (Robust, PGD-100, eps=1/255): 24.41. Result ID: 69a1992435dfcabb00e7dc60. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAFT-M Accuracy (Robust, PGD-100, eps=1/255): 24.13. Result ID: 69a1992435dfcabb00e7dc62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Vanilla Accuracy (Robust, PGD-100, eps=1/255): 3.6. Result ID: 6a0c4251fbc373592c032bd4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### CLIP Accuracy (Robust, PGD-100, eps=1/255): 3.45. Result ID: 69a1992435dfcabb00e7dc5c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.