# Image Classification on STL-10 (test) (Adversarial Robustness) Source: [Image Classification on STL-10 (test) (Adversarial Robustness)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:10.458Z Evaluation of Image Classification performance on the test split of the STL-10 dataset, focusing on robustness metrics against adversarial attacks like FGSM and PGD. 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) | STL-10 (test) | | Metric | Accuracy (Benign) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [Accuracy (Benign)](): Higher is better; unit: PERCENT. - [Accuracy (FGSM)](): Higher is better; unit: PERCENT. - [Accuracy (PGD)](): Higher is better; unit: PERCENT. - [Accuracy (SparseFool)](): Higher is better; unit: PERCENT. - [Accuracy (PAP)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Benign) | Result date | Report paper | | --- | --- | --- | --- | | Lorica | 52.14 | Not recorded | 68fa792a1e209131cea7c5d5 | | Sylva | 50.51 | Not recorded | 68fa792a1e209131cea7c5d5 | | FP-Gen-AF | 47.2 | Not recorded | 68fa792a1e209131cea7c5d5 | | Per-LoRA | 46.95 | Not recorded | 68fa792a1e209131cea7c5d5 | | DBFAT | 46.79 | Not recorded | 68fa792a1e209131cea7c5d5 | | FA-Gen-AF | 46 | Not recorded | 68fa792a1e209131cea7c5d5 | | FP-TRADES | 45.02 | Not recorded | 68fa792a1e209131cea7c5d5 | | FA-TRADES | 43.7 | Not recorded | 68fa792a1e209131cea7c5d5 | | Per-Adv | 37.95 | Not recorded | 68fa792a1e209131cea7c5d5 | | FP-PGD-AT | 37.78 | Not recorded | 68fa792a1e209131cea7c5d5 | | FA-PGD-AT | 35.89 | Not recorded | 68fa792a1e209131cea7c5d5 | ### Lorica Accuracy (Benign): 52.14. Result ID: 699a8b725698665ec415a0bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/16"}. This record does not assert independent reproduction. ### Sylva Accuracy (Benign): 50.51. Result ID: 699a8b725698665ec415a0be. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/16"}. This record does not assert independent reproduction. ### FP-Gen-AF Accuracy (Benign): 47.2. Result ID: 699a8b725698665ec415a0ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/16"}. This record does not assert independent reproduction. ### Per-LoRA Accuracy (Benign): 46.95. Result ID: 699a8b725698665ec415a0bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/16"}. This record does not assert independent reproduction. ### DBFAT Accuracy (Benign): 46.79. Result ID: 699a8b725698665ec415a0bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/16"}. This record does not assert independent reproduction. ### FA-Gen-AF Accuracy (Benign): 46. Result ID: 699a8b725698665ec415a0b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/16"}. This record does not assert independent reproduction. ### FP-TRADES Accuracy (Benign): 45.02. Result ID: 699a8b725698665ec415a0b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/16"}. This record does not assert independent reproduction. ### FA-TRADES Accuracy (Benign): 43.7. Result ID: 699a8b725698665ec415a0b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/16"}. This record does not assert independent reproduction. ### Per-Adv Accuracy (Benign): 37.95. Result ID: 699a8b725698665ec415a0bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/16"}. This record does not assert independent reproduction. ### FP-PGD-AT Accuracy (Benign): 37.78. Result ID: 699a8b725698665ec415a0b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/16"}. This record does not assert independent reproduction. ### FA-PGD-AT Accuracy (Benign): 35.89. Result ID: 699a8b725698665ec415a0b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.