# Image Classification on EuroSAT (Adversarial Robustness Metrics) Source: [Image Classification on EuroSAT (Adversarial Robustness Metrics)]() Collection index: [llms.txt]() Data updated: 2026-04-23T07:35:04.220Z Evaluation of Image Classification performance on the EuroSAT dataset focusing on adversarial robustness metrics, including Clean Accuracy, PGD, and AutoAttack results. 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) | EuroSAT | | Metric | Robust Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 21 of 21 | | 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 - [Robust Accuracy](): Higher is better; unit: PERCENT. - [Clean Accuracy](): Higher is better; unit: PERCENT. - [AutoAttack Error](): Lower is better; unit: SCALAR. - [PGD Error Rate](): Lower is better; unit: SCALAR. ## Recorded results | Method | Robust Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CSR | 26.1 | Not recorded | 69799806a2b28e761d87cb52 | | R-TPT | 21.4 | Not recorded | 69799806a2b28e761d87cb52 | | Ours (5 trees) | 18.89 | Not recorded | 69e85bd47d0172140ec81123 | | Ours | 17.49 | Not recorded | 69e85bd47d0172140ec81123 | | FARE | 17.4 | Not recorded | 69799806a2b28e761d87cb52 | | AoS | 17.32 | Not recorded | 69e85bd47d0172140ec81123 | | TeCoA | 16.58 | Not recorded | 69e85bd47d0172140ec81123 | | PMG-FT | 14.94 | Not recorded | 69e85bd47d0172140ec81123 | | TeCoA | 14.4 | Not recorded | 69799806a2b28e761d87cb52 | | TTC | 13.9 | Not recorded | 69799806a2b28e761d87cb52 | | Anti-Adv | 13.7 | Not recorded | 69799806a2b28e761d87cb52 | | TTE | 10.2 | Not recorded | 69799806a2b28e761d87cb52 | | FARE | 10.15 | Not recorded | 69e85bd47d0172140ec81123 | | HD | 2.1 | Not recorded | 69799806a2b28e761d87cb52 | | LPF | 1.5 | Not recorded | 69799806a2b28e761d87cb52 | | CLIP | 0.05 | Not recorded | 69e85bd47d0172140ec81123 | | CLIP | 0 | Not recorded | 69799806a2b28e761d87cb52 | ### CSR Robust Accuracy: 26.1. Result ID: 69a17d1735dfcabb00e7619a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/32","Category":"Test-Time Defense"}. This record does not assert independent reproduction. ### R-TPT Robust Accuracy: 21.4. Result ID: 69a17d1735dfcabb00e76194. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-B/32","Category":"Test-Time Defense"}. This record does not assert independent reproduction. ### Ours (5 trees) Robust Accuracy: 18.89. Result ID: 69e9cb8a47f34ce924d09e56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Adversarial fine-tuning":"ImageNet","PGD attack steps":"20","Perturbation radius (epsilon)":"1/255","Number of trees":"5"}. This record does not assert independent reproduction. ### Ours Robust Accuracy: 17.49. Result ID: 69e9cb8a47f34ce924d09e55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Adversarial fine-tuning":"ImageNet","PGD attack steps":"20","Perturbation radius (epsilon)":"1/255"}. This record does not assert independent reproduction. ### FARE Robust Accuracy: 17.4. Result ID: 69a17d1735dfcabb00e76193. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/32","Category":"Adversarial Fine-tuning"}. This record does not assert independent reproduction. ### AoS Robust Accuracy: 17.32. Result ID: 69e9cb8a47f34ce924d09e54. [Reporting paper]() Recorded evaluation configuration: {"Zero-shot":"true","Adversarial fine-tuning":"ImageNet","PGD attack steps":"20","Perturbation radius (epsilon)":"1/255"}. This record does not assert independent reproduction. ### TeCoA Robust Accuracy: 16.58. Result ID: 69e9cb8a47f34ce924d09e51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Adversarial fine-tuning":"ImageNet","PGD attack steps":"20","Perturbation radius (epsilon)":"1/255"}. This record does not assert independent reproduction. ### PMG-FT Robust Accuracy: 14.94. Result ID: 69e9cb8a47f34ce924d09e52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Adversarial fine-tuning":"ImageNet","PGD attack steps":"20","Perturbation radius (epsilon)":"1/255"}. This record does not assert independent reproduction. ### TeCoA Robust Accuracy: 14.4. Result ID: 69a17d1735dfcabb00e76192. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/32","Category":"Adversarial Fine-tuning"}. This record does not assert independent reproduction. ### TTC Robust Accuracy: 13.9. Result ID: 69a17d1735dfcabb00e76199. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-B/32","Category":"Test-Time Defense"}. This record does not assert independent reproduction. ### Anti-Adv Robust Accuracy: 13.7. Result ID: 69a17d1735dfcabb00e76197. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/32","Category":"Test-Time Defense"}. This record does not assert independent reproduction. ### TTE Robust Accuracy: 10.2. Result ID: 69a17d1735dfcabb00e76198. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/32","Category":"Test-Time Defense"}. This record does not assert independent reproduction. ### FARE Robust Accuracy: 10.15. Result ID: 69e9cb8a47f34ce924d09e53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Adversarial fine-tuning":"ImageNet","PGD attack steps":"20","Perturbation radius (epsilon)":"1/255"}. This record does not assert independent reproduction. ### HD Robust Accuracy: 2.1. Result ID: 69a17d1735dfcabb00e76196. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/32","Category":"Test-Time Defense"}. This record does not assert independent reproduction. ### LPF Robust Accuracy: 1.5. Result ID: 69a17d1735dfcabb00e76195. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP-B/32","Category":"Test-Time Defense"}. This record does not assert independent reproduction. ### CLIP Robust Accuracy: 0.05. Result ID: 69e9cb8a47f34ce924d09e50. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":"true","Adversarial fine-tuning":"ImageNet","PGD attack steps":"20","Perturbation radius (epsilon)":"1/255"}. This record does not assert independent reproduction. ### CLIP Robust Accuracy: 0. Result ID: 69a17d1735dfcabb00e76191. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-B/32","Category":"Original"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.