# Image Classification on Oxford Flowers (zero-shot) Source: [Image Classification on Oxford Flowers (zero-shot)]() Collection index: [llms.txt]() Data updated: 2026-03-31T08:14:05.797Z Evaluation of Image Classification performance on the zero-shot setting of the Oxford Flowers dataset, reporting Clean Accuracy and Adversarial 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 | Image Classification | | Dataset (including any stated split) | Oxford Flowers zero-shot | | Metric | Clean 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 - [Clean Accuracy](): Higher is better; unit: PERCENT. - [Adversarial Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Clean Accuracy | Result date | Report paper | | --- | --- | --- | --- | | GRACE | 75.8 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | Vanilla FT | 75.6 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | TPGM | 74.2 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | SPD | 73.8 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | FLYP | 73.4 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | WISE-FT | 71.8 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | CLIP | 67.42 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | FARE | 58.4 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | PMG-AFT | 42.96 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | LAAT | 40.1 | Not recorded | 69cb54ee0636e5bf4afc9d9a | | TeCoA | 36.13 | Not recorded | 69cb54ee0636e5bf4afc9d9a | ### GRACE Clean Accuracy: 75.8. Result ID: 69cb824347f34ce924b3b2fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training":"ImageNet","Evaluation":"Zero-shot"}. This record does not assert independent reproduction. ### Vanilla FT Clean Accuracy: 75.6. Result ID: 69cb824347f34ce924b3b2f4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training":"ImageNet","Evaluation":"Zero-shot"}. This record does not assert independent reproduction. ### TPGM Clean Accuracy: 74.2. Result ID: 69cb824347f34ce924b3b2f7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training":"ImageNet","Evaluation":"Zero-shot"}. This record does not assert independent reproduction. ### SPD Clean Accuracy: 73.8. Result ID: 69cb824347f34ce924b3b2f8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training":"ImageNet","Evaluation":"Zero-shot"}. This record does not assert independent reproduction. ### FLYP Clean Accuracy: 73.4. Result ID: 69cb824347f34ce924b3b2f6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training":"ImageNet","Evaluation":"Zero-shot"}. This record does not assert independent reproduction. ### WISE-FT Clean Accuracy: 71.8. Result ID: 69cb824347f34ce924b3b2f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training":"ImageNet","Evaluation":"Zero-shot"}. This record does not assert independent reproduction. ### CLIP Clean Accuracy: 67.42. Result ID: 69cb824347f34ce924b3b2f3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training":"ImageNet","Evaluation":"Zero-shot"}. This record does not assert independent reproduction. ### FARE Clean Accuracy: 58.4. Result ID: 69cb824347f34ce924b3b2fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training":"ImageNet","Evaluation":"Zero-shot"}. This record does not assert independent reproduction. ### PMG-AFT Clean Accuracy: 42.96. Result ID: 69cb824347f34ce924b3b2fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training":"ImageNet","Evaluation":"Zero-shot"}. This record does not assert independent reproduction. ### LAAT Clean Accuracy: 40.1. Result ID: 69cb824347f34ce924b3b2fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training":"ImageNet","Evaluation":"Zero-shot"}. This record does not assert independent reproduction. ### TeCoA Clean Accuracy: 36.13. Result ID: 69cb824347f34ce924b3b2f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training":"ImageNet","Evaluation":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.