# Robust Accuracy on Salinas (Hyperspectral Image Classification) Source: [Robust Accuracy on Salinas (Hyperspectral Image Classification)]() Collection index: [llms.txt]() Data updated: 2026-03-31T09:20:43.513Z Evaluation of the robustness of Hyperspectral Image Classification models on the Salinas dataset, measured using adversarial attack accuracies such as PGD and CW. 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 | Hyperspectral Image Classification | | Dataset (including any stated split) | Salinas | | Metric | Benign Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 - [Benign Accuracy](): Higher is better; unit: PERCENT. - [PGD-50 Accuracy](): Higher is better; unit: PERCENT. - [CW Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Benign Accuracy | Result date | Report paper | | --- | --- | --- | --- | | S3ANet | 99.92 | Not recorded | 68fa7bc51e209131cea8a552 | | S3ANet | 99.92 | Not recorded | 68fa7bc51e209131cea8a552 | | S3ANet | 99.89 | Not recorded | 68fa7bc51e209131cea8a552 | | S3ANet | 99.89 | Not recorded | 68fa7bc51e209131cea8a552 | | S3ANet | 99.71 | Not recorded | 68fa7bc51e209131cea8a552 | | RCCA | 99.68 | Not recorded | 68fa7bc51e209131cea8a552 | | RCCA | 99.68 | Not recorded | 68fa7bc51e209131cea8a552 | | RCCA | 99.52 | Not recorded | 68fa7bc51e209131cea8a552 | | RCCA | 99.52 | Not recorded | 68fa7bc51e209131cea8a552 | | SpaFCN | 99.5 | Not recorded | 68fa7bc51e209131cea8a552 | | SpaFCN | 99.5 | Not recorded | 68fa7bc51e209131cea8a552 | | SACNet | 99.46 | Not recorded | 68fa7bc51e209131cea8a552 | | SACNet | 99.46 | Not recorded | 68fa7bc51e209131cea8a552 | | SSFCN | 99.2 | Not recorded | 68fa7bc51e209131cea8a552 | | SSFCN | 99.2 | Not recorded | 68fa7bc51e209131cea8a552 | | RCCA | 99.1 | Not recorded | 68fa7bc51e209131cea8a552 | | DilatedFCN | 98.51 | Not recorded | 68fa7bc51e209131cea8a552 | | DilatedFCN | 98.51 | Not recorded | 68fa7bc51e209131cea8a552 | | SpaFCN | 97.54 | Not recorded | 68fa7bc51e209131cea8a552 | | SpaFCN | 97.54 | Not recorded | 68fa7bc51e209131cea8a552 | | SSFCN | 97.41 | Not recorded | 68fa7bc51e209131cea8a552 | | SACNet | 96.91 | Not recorded | 68fa7bc51e209131cea8a552 | | SACNet | 96.91 | Not recorded | 68fa7bc51e209131cea8a552 | | DilatedFCN | 96.52 | Not recorded | 68fa7bc51e209131cea8a552 | | SpaFCN | 96.46 | Not recorded | 68fa7bc51e209131cea8a552 | | DilatedFCN | 96.2 | Not recorded | 68fa7bc51e209131cea8a552 | | DilatedFCN | 96.2 | Not recorded | 68fa7bc51e209131cea8a552 | | SACNet | 96.11 | Not recorded | 68fa7bc51e209131cea8a552 | | SSFCN | 94.62 | Not recorded | 68fa7bc51e209131cea8a552 | | SSFCN | 94.62 | Not recorded | 68fa7bc51e209131cea8a552 | ### S3ANet Benign Accuracy: 99.92. Result ID: 69cb90b447f34ce924b41eef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT"}. This record does not assert independent reproduction. ### S3ANet Benign Accuracy: 99.92. Result ID: 69cb90b447f34ce924b41f2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT"}. This record does not assert independent reproduction. ### S3ANet Benign Accuracy: 99.89. Result ID: 69cb90b447f34ce924b41ef0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT-RA"}. This record does not assert independent reproduction. ### S3ANet Benign Accuracy: 99.89. Result ID: 69cb90b447f34ce924b41f2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-RA"}. This record does not assert independent reproduction. ### S3ANet Benign Accuracy: 99.71. Result ID: 69cb90b447f34ce924b41f2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-HARL"}. This record does not assert independent reproduction. ### RCCA Benign Accuracy: 99.68. Result ID: 69cb90b447f34ce924b41eee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT-RA"}. This record does not assert independent reproduction. ### RCCA Benign Accuracy: 99.68. Result ID: 69cb90b447f34ce924b41f29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-RA"}. This record does not assert independent reproduction. ### RCCA Benign Accuracy: 99.52. Result ID: 69cb90b447f34ce924b41eed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT"}. This record does not assert independent reproduction. ### RCCA Benign Accuracy: 99.52. Result ID: 69cb90b447f34ce924b41f27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT"}. This record does not assert independent reproduction. ### SpaFCN Benign Accuracy: 99.5. Result ID: 69cb90b447f34ce924b41eea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT-RA"}. This record does not assert independent reproduction. ### SpaFCN Benign Accuracy: 99.5. Result ID: 69cb90b447f34ce924b41f23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-RA"}. This record does not assert independent reproduction. ### SACNet Benign Accuracy: 99.46. Result ID: 69cb90b447f34ce924b41eec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT-RA"}. This record does not assert independent reproduction. ### SACNet Benign Accuracy: 99.46. Result ID: 69cb90b447f34ce924b41f26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-RA"}. This record does not assert independent reproduction. ### SSFCN Benign Accuracy: 99.2. Result ID: 69cb90b447f34ce924b41ee8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT-RA"}. This record does not assert independent reproduction. ### SSFCN Benign Accuracy: 99.2. Result ID: 69cb90b447f34ce924b41f20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-RA"}. This record does not assert independent reproduction. ### RCCA Benign Accuracy: 99.1. Result ID: 69cb90b447f34ce924b41f28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-HARL"}. This record does not assert independent reproduction. ### DilatedFCN Benign Accuracy: 98.51. Result ID: 69cb90b447f34ce924b41ee6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT-RA"}. This record does not assert independent reproduction. ### DilatedFCN Benign Accuracy: 98.51. Result ID: 69cb90b447f34ce924b41f1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-RA"}. This record does not assert independent reproduction. ### SpaFCN Benign Accuracy: 97.54. Result ID: 69cb90b447f34ce924b41ee9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT"}. This record does not assert independent reproduction. ### SpaFCN Benign Accuracy: 97.54. Result ID: 69cb90b447f34ce924b41f21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT"}. This record does not assert independent reproduction. ### SSFCN Benign Accuracy: 97.41. Result ID: 69cb90b447f34ce924b41f1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-HARL"}. This record does not assert independent reproduction. ### SACNet Benign Accuracy: 96.91. Result ID: 69cb90b447f34ce924b41eeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT"}. This record does not assert independent reproduction. ### SACNet Benign Accuracy: 96.91. Result ID: 69cb90b447f34ce924b41f24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT"}. This record does not assert independent reproduction. ### DilatedFCN Benign Accuracy: 96.52. Result ID: 69cb90b447f34ce924b41f1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-HARL"}. This record does not assert independent reproduction. ### SpaFCN Benign Accuracy: 96.46. Result ID: 69cb90b447f34ce924b41f22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-HARL"}. This record does not assert independent reproduction. ### DilatedFCN Benign Accuracy: 96.2. Result ID: 69cb90b447f34ce924b41ee5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT"}. This record does not assert independent reproduction. ### DilatedFCN Benign Accuracy: 96.2. Result ID: 69cb90b447f34ce924b41f1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT"}. This record does not assert independent reproduction. ### SACNet Benign Accuracy: 96.11. Result ID: 69cb90b447f34ce924b41f25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-HARL"}. This record does not assert independent reproduction. ### SSFCN Benign Accuracy: 94.62. Result ID: 69cb90b447f34ce924b41ee7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT"}. This record does not assert independent reproduction. ### SSFCN Benign Accuracy: 94.62. Result ID: 69cb90b447f34ce924b41f1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.