# Image Classification on EuroSAT (Average Robust Accuracy) Source: [Image Classification on EuroSAT (Average Robust Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-04-07T09:42:43.427Z Evaluation of Image Classification performance on the EuroSAT dataset, reporting 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 | Image Classification | | Dataset (including any stated split) | EuroSAT | | Metric | Average Robust Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [Average Robust Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Average Robust Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ATAC | 66.57 | Not recorded | 6923e676d6b0dd334292eee0 | | TTC | 13.57 | Not recorded | 6923e676d6b0dd334292eee0 | | PMG-AFT | 10.65 | Not recorded | 69bcd4780636e5bf4afc2992 | | LAAT | 9.97 | Not recorded | 69bcd4780636e5bf4afc2992 | | TeCoA | 9.88 | Not recorded | 69bcd4780636e5bf4afc2992 | | FT-Adv. | 9.82 | Not recorded | 69bcd4780636e5bf4afc2992 | | ATAC | 9.17 | Not recorded | 6923e676d6b0dd334292eee0 | | Comp-TGA | 8.78 | Not recorded | 69bcd4780636e5bf4afc2992 | | TGA-ZSR | 7.07 | Not recorded | 69bcd4780636e5bf4afc2992 | | ATAC | 6.25 | Not recorded | 6923e676d6b0dd334292eee0 | | TTC | 1.67 | Not recorded | 6923e676d6b0dd334292eee0 | | TTC | 0.83 | Not recorded | 6923e676d6b0dd334292eee0 | | FARE | 0.05 | Not recorded | 69bcd4780636e5bf4afc2992 | | CLIP | 0.03 | Not recorded | 69bcd4780636e5bf4afc2992 | | FT-Clean | 0.02 | Not recorded | 69bcd4780636e5bf4afc2992 | ### ATAC Average Robust Accuracy: 66.57. Result ID: 69d4d19047f34ce924bcfe24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Strategy":"PGD","Epsilon":"4/255"}. This record does not assert independent reproduction. ### TTC Average Robust Accuracy: 13.57. Result ID: 69d4d19047f34ce924bcfe23. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Strategy":"PGD","Epsilon":"4/255"}. This record does not assert independent reproduction. ### PMG-AFT Average Robust Accuracy: 10.65. Result ID: 69bd12d047f34ce924a76fb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### LAAT Average Robust Accuracy: 9.97. Result ID: 69bd12d047f34ce924a76fb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### TeCoA Average Robust Accuracy: 9.88. Result ID: 69bd12d047f34ce924a76fb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### FT-Adv. Average Robust Accuracy: 9.82. Result ID: 69bd12d047f34ce924a76fb3. [Reporting paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### ATAC Average Robust Accuracy: 9.17. Result ID: 69d4d19047f34ce924bcfe28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Strategy":"Avoid","Epsilon":"4/255","Running time (s)":"0.650"}. This record does not assert independent reproduction. ### Comp-TGA Average Robust Accuracy: 8.78. Result ID: 69bd12d047f34ce924a76fb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### TGA-ZSR Average Robust Accuracy: 7.07. Result ID: 69bd12d047f34ce924a76fb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### ATAC Average Robust Accuracy: 6.25. Result ID: 69d4d19047f34ce924bcfe26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Strategy":"Lure","Epsilon":"4/255","Running time (s)":"0.649"}. This record does not assert independent reproduction. ### TTC Average Robust Accuracy: 1.67. Result ID: 69d4d19047f34ce924bcfe27. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Strategy":"Avoid","Epsilon":"4/255","Running time (s)":"0.114"}. This record does not assert independent reproduction. ### TTC Average Robust Accuracy: 0.83. Result ID: 69d4d19047f34ce924bcfe25. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Strategy":"Lure","Epsilon":"4/255","Running time (s)":"0.138"}. This record does not assert independent reproduction. ### FARE Average Robust Accuracy: 0.05. Result ID: 69bd12d047f34ce924a76fb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### CLIP Average Robust Accuracy: 0.03. Result ID: 69bd12d047f34ce924a76fb1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. ### FT-Clean Average Robust Accuracy: 0.02. Result ID: 69bd12d047f34ce924a76fb2. [Reporting paper]() Recorded evaluation configuration: {"Zero-shot":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.