# Image Classification on Food101 (Clean and Robust Accuracy) Source: [Image Classification on Food101 (Clean and Robust Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-02-27T11:19:52.331Z Evaluation of Image Classification performance on the Food101 dataset, specifically reporting Clean Accuracy and Robust Accuracy 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) | Food101 | | Metric | Clean Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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. - [Robust Accuracy](): Higher is better; unit: SCALAR. - [Adversarial Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Clean Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CLIP | 90.8 | Not recorded | 69799806a2b28e761d87cb52 | | R-TPT | 90.6 | Not recorded | 69799806a2b28e761d87cb52 | | CSR | 90.6 | Not recorded | 69799806a2b28e761d87cb52 | | TTE | 89.8 | Not recorded | 69799806a2b28e761d87cb52 | | HD | 88.7 | Not recorded | 69799806a2b28e761d87cb52 | | Anti-Adv | 87.7 | Not recorded | 69799806a2b28e761d87cb52 | | LPF | 86.8 | Not recorded | 69799806a2b28e761d87cb52 | | CLIP | 82.93 | Not recorded | 69705d96e25ad2fa9d1ed1a8 | | R-TPT | 82.1 | Not recorded | 69799806a2b28e761d87cb52 | | CLIP | 80.4 | Not recorded | 69799806a2b28e761d87cb52 | | TTE | 79.9 | Not recorded | 69799806a2b28e761d87cb52 | | HD | 79.7 | Not recorded | 69799806a2b28e761d87cb52 | | CSR | 79.4 | Not recorded | 69799806a2b28e761d87cb52 | | Anti-Adv | 78.5 | Not recorded | 69799806a2b28e761d87cb52 | | HPT-GPD | 75.05 | Not recorded | 69705d96e25ad2fa9d1ed1a8 | | TTC | 72.7 | Not recorded | 69799806a2b28e761d87cb52 | | LPF | 71 | Not recorded | 69799806a2b28e761d87cb52 | | PMG | 70.52 | Not recorded | 69705d96e25ad2fa9d1ed1a8 | | FT-Standard | 70.07 | Not recorded | 69705d96e25ad2fa9d1ed1a8 | | TTC | 68.3 | Not recorded | 69799806a2b28e761d87cb52 | | FT-TeCoA | 52.81 | Not recorded | 69705d96e25ad2fa9d1ed1a8 | | FARE | 49.4 | Not recorded | 69799806a2b28e761d87cb52 | | FARE | 38.3 | Not recorded | 69799806a2b28e761d87cb52 | | TeCoA | 36.2 | Not recorded | 69799806a2b28e761d87cb52 | | TeCoA | 24.1 | Not recorded | 69799806a2b28e761d87cb52 | ### CLIP Clean Accuracy: 90.8. Result ID: 69a17d1735dfcabb00e762bc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-L/14","Method category":"Original"}. This record does not assert independent reproduction. ### R-TPT Clean Accuracy: 90.6. Result ID: 69a17d1735dfcabb00e762bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-L/14","Method category":"Test-Time Defense"}. This record does not assert independent reproduction. ### CSR Clean Accuracy: 90.6. Result ID: 69a17d1735dfcabb00e762c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-L/14","Method category":"Test-Time Defense"}. This record does not assert independent reproduction. ### TTE Clean Accuracy: 89.8. Result ID: 69a17d1735dfcabb00e762c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-L/14","Method category":"Test-Time Defense"}. This record does not assert independent reproduction. ### HD Clean Accuracy: 88.7. Result ID: 69a17d1735dfcabb00e762c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-L/14","Method category":"Test-Time Defense"}. This record does not assert independent reproduction. ### Anti-Adv Clean Accuracy: 87.7. Result ID: 69a17d1735dfcabb00e762c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-L/14","Method category":"Test-Time Defense"}. This record does not assert independent reproduction. ### LPF Clean Accuracy: 86.8. Result ID: 69a17d1735dfcabb00e762c0. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP-L/14","Method category":"Test-Time Defense"}. This record does not assert independent reproduction. ### CLIP Clean Accuracy: 82.93. Result ID: 69a17dcc35dfcabb00e7658d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Proxy CLIP":"ViT-B/16","Attack Protocol":"PGD-10","Training time per epoch (s)":"0"}. This record does not assert independent reproduction. ### R-TPT Clean Accuracy: 82.1. Result ID: 69a17d1735dfcabb00e76162. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-B/32","Category":"Test-Time Defense"}. This record does not assert independent reproduction. ### CLIP Clean Accuracy: 80.4. Result ID: 69a17d1735dfcabb00e7615f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-B/32","Category":"Original"}. This record does not assert independent reproduction. ### TTE Clean Accuracy: 79.9. Result ID: 69a17d1735dfcabb00e76166. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/32","Category":"Test-Time Defense"}. This record does not assert independent reproduction. ### HD Clean Accuracy: 79.7. Result ID: 69a17d1735dfcabb00e76164. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/32","Category":"Test-Time Defense"}. This record does not assert independent reproduction. ### CSR Clean Accuracy: 79.4. Result ID: 69a17d1735dfcabb00e76168. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/32","Category":"Test-Time Defense"}. This record does not assert independent reproduction. ### Anti-Adv Clean Accuracy: 78.5. Result ID: 69a17d1735dfcabb00e76165. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/32","Category":"Test-Time Defense"}. This record does not assert independent reproduction. ### HPT-GPD Clean Accuracy: 75.05. Result ID: 69a17dcc35dfcabb00e76591. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Proxy CLIP":"ViT-B/16","Attack Protocol":"PGD-10","Training time per epoch (s)":"1486"}. This record does not assert independent reproduction. ### TTC Clean Accuracy: 72.7. Result ID: 69a17d1735dfcabb00e76167. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-B/32","Category":"Test-Time Defense"}. This record does not assert independent reproduction. ### LPF Clean Accuracy: 71. Result ID: 69a17d1735dfcabb00e76163. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/32","Category":"Test-Time Defense"}. This record does not assert independent reproduction. ### PMG Clean Accuracy: 70.52. Result ID: 69a17dcc35dfcabb00e76590. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Proxy CLIP":"ViT-B/16","Attack Protocol":"PGD-10","Training time per epoch (s)":"1817"}. This record does not assert independent reproduction. ### FT-Standard Clean Accuracy: 70.07. Result ID: 69a17dcc35dfcabb00e7658e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Proxy CLIP":"ViT-B/16","Attack Protocol":"PGD-10","Training time per epoch (s)":"406"}. This record does not assert independent reproduction. ### TTC Clean Accuracy: 68.3. Result ID: 69a17d1735dfcabb00e762c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-L/14","Method category":"Test-Time Defense"}. This record does not assert independent reproduction. ### FT-TeCoA Clean Accuracy: 52.81. Result ID: 69a17dcc35dfcabb00e7658f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Proxy CLIP":"ViT-B/16","Attack Protocol":"PGD-10","Training time per epoch (s)":"1112"}. This record does not assert independent reproduction. ### FARE Clean Accuracy: 49.4. Result ID: 69a17d1735dfcabb00e762be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-L/14","Method category":"Adversarial Fine-tuning"}. This record does not assert independent reproduction. ### FARE Clean Accuracy: 38.3. Result ID: 69a17d1735dfcabb00e76161. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/32","Category":"Adversarial Fine-tuning"}. This record does not assert independent reproduction. ### TeCoA Clean Accuracy: 36.2. Result ID: 69a17d1735dfcabb00e762bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-L/14","Method category":"Adversarial Fine-tuning"}. This record does not assert independent reproduction. ### TeCoA Clean Accuracy: 24.1. Result ID: 69a17d1735dfcabb00e76160. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/32","Category":"Adversarial Fine-tuning"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.