# Hyperspectral Image Classification on Houston (Adversarial Robustness) Source: [Hyperspectral Image Classification on Houston (Adversarial Robustness)]() Collection index: [llms.txt]() Data updated: 2026-03-31T09:20:43.547Z Evaluation of Hyperspectral Image Classification models on the Houston dataset focusing specifically on adversarial robustness, measured via metrics like Benign Accuracy, PGD-50 Accuracy, 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) | Houston | | 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 | 0.9953 | Not recorded | 68fa7bc51e209131cea8a552 | | S3ANet | 0.9953 | Not recorded | 68fa7bc51e209131cea8a552 | | S3ANet | 0.9951 | Not recorded | 68fa7bc51e209131cea8a552 | | S3ANet | 0.9951 | Not recorded | 68fa7bc51e209131cea8a552 | | RCCA | 0.9874 | Not recorded | 68fa7bc51e209131cea8a552 | | RCCA | 0.9874 | Not recorded | 68fa7bc51e209131cea8a552 | | S3ANet | 0.9873 | Not recorded | 68fa7bc51e209131cea8a552 | | RCCA | 0.9856 | Not recorded | 68fa7bc51e209131cea8a552 | | RCCA | 0.9832 | Not recorded | 68fa7bc51e209131cea8a552 | | RCCA | 0.9832 | Not recorded | 68fa7bc51e209131cea8a552 | | SSFCN | 0.9737 | Not recorded | 68fa7bc51e209131cea8a552 | | SSFCN | 0.9737 | Not recorded | 68fa7bc51e209131cea8a552 | | SSFCN | 0.973 | Not recorded | 68fa7bc51e209131cea8a552 | | SSFCN | 0.973 | Not recorded | 68fa7bc51e209131cea8a552 | | SACNet | 0.9718 | Not recorded | 68fa7bc51e209131cea8a552 | | SACNet | 0.9718 | Not recorded | 68fa7bc51e209131cea8a552 | | SpaFCN | 0.9712 | Not recorded | 68fa7bc51e209131cea8a552 | | SpaFCN | 0.9712 | Not recorded | 68fa7bc51e209131cea8a552 | | SACNet | 0.9708 | Not recorded | 68fa7bc51e209131cea8a552 | | SpaFCN | 0.9695 | Not recorded | 68fa7bc51e209131cea8a552 | | SpaFCN | 0.9695 | Not recorded | 68fa7bc51e209131cea8a552 | | SACNet | 0.9665 | Not recorded | 68fa7bc51e209131cea8a552 | | SACNet | 0.9665 | Not recorded | 68fa7bc51e209131cea8a552 | | SSFCN | 0.9612 | Not recorded | 68fa7bc51e209131cea8a552 | | DilatedFCN | 0.9514 | Not recorded | 68fa7bc51e209131cea8a552 | | DilatedFCN | 0.9501 | Not recorded | 68fa7bc51e209131cea8a552 | | DilatedFCN | 0.9501 | Not recorded | 68fa7bc51e209131cea8a552 | | SpaFCN | 0.944 | Not recorded | 68fa7bc51e209131cea8a552 | | DilatedFCN | 0.9406 | Not recorded | 68fa7bc51e209131cea8a552 | | DilatedFCN | 0.9406 | Not recorded | 68fa7bc51e209131cea8a552 | ### S3ANet Benign Accuracy: 0.9953. Result ID: 69cb90b447f34ce924b41efc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT-RA"}. This record does not assert independent reproduction. ### S3ANet Benign Accuracy: 0.9953. Result ID: 69cb90b447f34ce924b41f3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-RA"}. This record does not assert independent reproduction. ### S3ANet Benign Accuracy: 0.9951. Result ID: 69cb90b447f34ce924b41efb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT"}. This record does not assert independent reproduction. ### S3ANet Benign Accuracy: 0.9951. Result ID: 69cb90b447f34ce924b41f3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT"}. This record does not assert independent reproduction. ### RCCA Benign Accuracy: 0.9874. Result ID: 69cb90b447f34ce924b41efa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT-RA"}. This record does not assert independent reproduction. ### RCCA Benign Accuracy: 0.9874. Result ID: 69cb90b447f34ce924b41f3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-RA"}. This record does not assert independent reproduction. ### S3ANet Benign Accuracy: 0.9873. Result ID: 69cb90b447f34ce924b41f3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-HARL"}. This record does not assert independent reproduction. ### RCCA Benign Accuracy: 0.9856. Result ID: 69cb90b447f34ce924b41f3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-HARL"}. This record does not assert independent reproduction. ### RCCA Benign Accuracy: 0.9832. Result ID: 69cb90b447f34ce924b41ef9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT"}. This record does not assert independent reproduction. ### RCCA Benign Accuracy: 0.9832. Result ID: 69cb90b447f34ce924b41f39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT"}. This record does not assert independent reproduction. ### SSFCN Benign Accuracy: 0.9737. Result ID: 69cb90b447f34ce924b41ef4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT-RA"}. This record does not assert independent reproduction. ### SSFCN Benign Accuracy: 0.9737. Result ID: 69cb90b447f34ce924b41f32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-RA"}. This record does not assert independent reproduction. ### SSFCN Benign Accuracy: 0.973. Result ID: 69cb90b447f34ce924b41ef3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT"}. This record does not assert independent reproduction. ### SSFCN Benign Accuracy: 0.973. Result ID: 69cb90b447f34ce924b41f30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT"}. This record does not assert independent reproduction. ### SACNet Benign Accuracy: 0.9718. Result ID: 69cb90b447f34ce924b41ef8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT-RA"}. This record does not assert independent reproduction. ### SACNet Benign Accuracy: 0.9718. Result ID: 69cb90b447f34ce924b41f38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-RA"}. This record does not assert independent reproduction. ### SpaFCN Benign Accuracy: 0.9712. Result ID: 69cb90b447f34ce924b41ef5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT"}. This record does not assert independent reproduction. ### SpaFCN Benign Accuracy: 0.9712. Result ID: 69cb90b447f34ce924b41f33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT"}. This record does not assert independent reproduction. ### SACNet Benign Accuracy: 0.9708. Result ID: 69cb90b447f34ce924b41f37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-HARL"}. This record does not assert independent reproduction. ### SpaFCN Benign Accuracy: 0.9695. Result ID: 69cb90b447f34ce924b41ef6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT-RA"}. This record does not assert independent reproduction. ### SpaFCN Benign Accuracy: 0.9695. Result ID: 69cb90b447f34ce924b41f35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-RA"}. This record does not assert independent reproduction. ### SACNet Benign Accuracy: 0.9665. Result ID: 69cb90b447f34ce924b41ef7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT"}. This record does not assert independent reproduction. ### SACNet Benign Accuracy: 0.9665. Result ID: 69cb90b447f34ce924b41f36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT"}. This record does not assert independent reproduction. ### SSFCN Benign Accuracy: 0.9612. Result ID: 69cb90b447f34ce924b41f31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-HARL"}. This record does not assert independent reproduction. ### DilatedFCN Benign Accuracy: 0.9514. Result ID: 69cb90b447f34ce924b41f2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-HARL"}. This record does not assert independent reproduction. ### DilatedFCN Benign Accuracy: 0.9501. Result ID: 69cb90b447f34ce924b41ef2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT-RA"}. This record does not assert independent reproduction. ### DilatedFCN Benign Accuracy: 0.9501. Result ID: 69cb90b447f34ce924b41f2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-RA"}. This record does not assert independent reproduction. ### SpaFCN Benign Accuracy: 0.944. Result ID: 69cb90b447f34ce924b41f34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adversarial Training Setting":"AT-HARL"}. This record does not assert independent reproduction. ### DilatedFCN Benign Accuracy: 0.9406. Result ID: 69cb90b447f34ce924b41ef1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Scheme":"AT"}. This record does not assert independent reproduction. ### DilatedFCN Benign Accuracy: 0.9406. Result ID: 69cb90b447f34ce924b41f2d. [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.