# Hyperspectral Image Classification on Pavia Source: [Hyperspectral Image Classification on Pavia]() Collection index: [llms.txt]() Data updated: 2026-03-31T09:20:43.470Z Evaluation of robustness for Hyperspectral Image Classification models on the Pavia dataset, measured using adversarial accuracy metrics like PGD-50 and CW 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 | Hyperspectral Image Classification | | Dataset (including any stated split) | Pavia | | 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 | 99.01 | Not recorded | 68fa7bc51e209131cea8a552 | | SSFCN | 98.62 | Not recorded | 68fa7bc51e209131cea8a552 | | SSFCN | 98.62 | Not recorded | 68fa7bc51e209131cea8a552 | | SpaFCN | 98.33 | Not recorded | 68fa7bc51e209131cea8a552 | | RCCA | 98.33 | Not recorded | 68fa7bc51e209131cea8a552 | | SpaFCN | 98.33 | Not recorded | 68fa7bc51e209131cea8a552 | | RCCA | 98.33 | Not recorded | 68fa7bc51e209131cea8a552 | | SACNet | 98.12 | Not recorded | 68fa7bc51e209131cea8a552 | | SACNet | 98.12 | Not recorded | 68fa7bc51e209131cea8a552 | | S3ANet | 97.87 | Not recorded | 68fa7bc51e209131cea8a552 | | S3ANet | 97.87 | Not recorded | 68fa7bc51e209131cea8a552 | | S3ANet | 97.49 | Not recorded | 68fa7bc51e209131cea8a552 | | S3ANet | 97.49 | Not recorded | 68fa7bc51e209131cea8a552 | | SACNet | 97.14 | Not recorded | 68fa7bc51e209131cea8a552 | | SACNet | 97.14 | Not recorded | 68fa7bc51e209131cea8a552 | | DilatedFCN | 96.52 | Not recorded | 68fa7bc51e209131cea8a552 | | DilatedFCN | 96.52 | Not recorded | 68fa7bc51e209131cea8a552 | | SpaFCN | 96.2 | Not recorded | 68fa7bc51e209131cea8a552 | | SSFCN | 96.19 | Not recorded | 68fa7bc51e209131cea8a552 | | RCCA | 96.08 | Not recorded | 68fa7bc51e209131cea8a552 | | DilatedFCN | 96.05 | Not recorded | 68fa7bc51e209131cea8a552 | | DilatedFCN | 95.92 | Not recorded | 68fa7bc51e209131cea8a552 | | DilatedFCN | 95.92 | Not recorded | 68fa7bc51e209131cea8a552 | | RCCA | 95.21 | Not recorded | 68fa7bc51e209131cea8a552 | | RCCA | 95.21 | Not recorded | 68fa7bc51e209131cea8a552 | | SpaFCN | 94.96 | Not recorded | 68fa7bc51e209131cea8a552 | | SpaFCN | 94.96 | Not recorded | 68fa7bc51e209131cea8a552 | | SACNet | 94.79 | Not recorded | 68fa7bc51e209131cea8a552 | | SSFCN | 94.57 | Not recorded | 68fa7bc51e209131cea8a552 | | SSFCN | 94.57 | Not recorded | 68fa7bc51e209131cea8a552 | ### S3ANet Benign Accuracy: 99.01. Result ID: 69cb90b447f34ce924b41f19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-HARL"}. This record does not assert independent reproduction. ### SSFCN Benign Accuracy: 98.62. Result ID: 69cb90b447f34ce924b41edc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT-RA"}. This record does not assert independent reproduction. ### SSFCN Benign Accuracy: 98.62. Result ID: 69cb90b447f34ce924b41f0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-RA"}. This record does not assert independent reproduction. ### SpaFCN Benign Accuracy: 98.33. Result ID: 69cb90b447f34ce924b41ede. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT-RA"}. This record does not assert independent reproduction. ### RCCA Benign Accuracy: 98.33. Result ID: 69cb90b447f34ce924b41ee2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT-RA"}. This record does not assert independent reproduction. ### SpaFCN Benign Accuracy: 98.33. Result ID: 69cb90b447f34ce924b41f11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-RA"}. This record does not assert independent reproduction. ### RCCA Benign Accuracy: 98.33. Result ID: 69cb90b447f34ce924b41f17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-RA"}. This record does not assert independent reproduction. ### SACNet Benign Accuracy: 98.12. Result ID: 69cb90b447f34ce924b41ee0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT-RA"}. This record does not assert independent reproduction. ### SACNet Benign Accuracy: 98.12. Result ID: 69cb90b447f34ce924b41f14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-RA"}. This record does not assert independent reproduction. ### S3ANet Benign Accuracy: 97.87. Result ID: 69cb90b447f34ce924b41ee4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT-RA"}. This record does not assert independent reproduction. ### S3ANet Benign Accuracy: 97.87. Result ID: 69cb90b447f34ce924b41f1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-RA"}. This record does not assert independent reproduction. ### S3ANet Benign Accuracy: 97.49. Result ID: 69cb90b447f34ce924b41ee3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT"}. This record does not assert independent reproduction. ### S3ANet Benign Accuracy: 97.49. Result ID: 69cb90b447f34ce924b41f18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT"}. This record does not assert independent reproduction. ### SACNet Benign Accuracy: 97.14. Result ID: 69cb90b447f34ce924b41edf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT"}. This record does not assert independent reproduction. ### SACNet Benign Accuracy: 97.14. Result ID: 69cb90b447f34ce924b41f12. [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: 69cb90b447f34ce924b41eda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT-RA"}. This record does not assert independent reproduction. ### DilatedFCN Benign Accuracy: 96.52. Result ID: 69cb90b447f34ce924b41f0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-RA"}. This record does not assert independent reproduction. ### SpaFCN Benign Accuracy: 96.2. Result ID: 69cb90b447f34ce924b41f10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-HARL"}. This record does not assert independent reproduction. ### SSFCN Benign Accuracy: 96.19. Result ID: 69cb90b447f34ce924b41f0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-HARL"}. This record does not assert independent reproduction. ### RCCA Benign Accuracy: 96.08. Result ID: 69cb90b447f34ce924b41f16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-HARL"}. This record does not assert independent reproduction. ### DilatedFCN Benign Accuracy: 96.05. Result ID: 69cb90b447f34ce924b41f0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-HARL"}. This record does not assert independent reproduction. ### DilatedFCN Benign Accuracy: 95.92. Result ID: 69cb90b447f34ce924b41ed9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT"}. This record does not assert independent reproduction. ### DilatedFCN Benign Accuracy: 95.92. Result ID: 69cb90b447f34ce924b41f09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT"}. This record does not assert independent reproduction. ### RCCA Benign Accuracy: 95.21. Result ID: 69cb90b447f34ce924b41ee1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT"}. This record does not assert independent reproduction. ### RCCA Benign Accuracy: 95.21. Result ID: 69cb90b447f34ce924b41f15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT"}. This record does not assert independent reproduction. ### SpaFCN Benign Accuracy: 94.96. Result ID: 69cb90b447f34ce924b41edd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT"}. This record does not assert independent reproduction. ### SpaFCN Benign Accuracy: 94.96. Result ID: 69cb90b447f34ce924b41f0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT"}. This record does not assert independent reproduction. ### SACNet Benign Accuracy: 94.79. Result ID: 69cb90b447f34ce924b41f13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-HARL"}. This record does not assert independent reproduction. ### SSFCN Benign Accuracy: 94.57. Result ID: 69cb90b447f34ce924b41edb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT"}. This record does not assert independent reproduction. ### SSFCN Benign Accuracy: 94.57. Result ID: 69cb90b447f34ce924b41f0c. [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.