# Image Classification Robustness on STL-10 (Adversarial Attacks) Source: [Image Classification Robustness on STL-10 (Adversarial Attacks)]() Collection index: [llms.txt]() Data updated: 2026-02-27T11:19:51.974Z Evaluation of Image Classification performance on the STL-10 dataset focusing on robustness against various adversarial attacks, including FGSM, PGD, SparseFool, and PAP. 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 | | Metric | Accuracy (Benign) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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. - [Robust Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Benign) | Result date | Report paper | | --- | --- | --- | --- | | Lorica | 49.9 | Not recorded | 68fa792a1e209131cea7c5d5 | | Sylva | 48.21 | Not recorded | 68fa792a1e209131cea7c5d5 | | FP-Gen-AF | 43.1 | Not recorded | 68fa792a1e209131cea7c5d5 | | Per-LoRA | 43.06 | Not recorded | 68fa792a1e209131cea7c5d5 | | DBFAT | 42.75 | Not recorded | 68fa792a1e209131cea7c5d5 | | FA-Gen-AF | 42.29 | Not recorded | 68fa792a1e209131cea7c5d5 | | FP-TRADES | 41.1 | Not recorded | 68fa792a1e209131cea7c5d5 | | FA-TRADES | 40.31 | Not recorded | 68fa792a1e209131cea7c5d5 | | FP-PGD-AT | 34.41 | Not recorded | 68fa792a1e209131cea7c5d5 | | Per-Adv | 32.92 | Not recorded | 68fa792a1e209131cea7c5d5 | | FA-PGD-AT | 32.81 | Not recorded | 68fa792a1e209131cea7c5d5 | ### Lorica Accuracy (Benign): 49.9. Result ID: 699a8b725698665ec415a0e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-T/16"}. This record does not assert independent reproduction. ### Sylva Accuracy (Benign): 48.21. Result ID: 699a8b725698665ec415a0df. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-T/16"}. This record does not assert independent reproduction. ### FP-Gen-AF Accuracy (Benign): 43.1. Result ID: 699a8b725698665ec415a0db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Strategy":"FedProx","Local Defense":"Gen-AF","Backbone":"ViT-T/16"}. This record does not assert independent reproduction. ### Per-LoRA Accuracy (Benign): 43.06. Result ID: 699a8b725698665ec415a0de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-T/16"}. This record does not assert independent reproduction. ### DBFAT Accuracy (Benign): 42.75. Result ID: 699a8b725698665ec415a0dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-T/16"}. This record does not assert independent reproduction. ### FA-Gen-AF Accuracy (Benign): 42.29. Result ID: 699a8b725698665ec415a0d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Strategy":"FedAvg","Local Defense":"Gen-AF","Backbone":"ViT-T/16"}. This record does not assert independent reproduction. ### FP-TRADES Accuracy (Benign): 41.1. Result ID: 699a8b725698665ec415a0da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Strategy":"FedProx","Local Defense":"TRADES","Backbone":"ViT-T/16"}. This record does not assert independent reproduction. ### FA-TRADES Accuracy (Benign): 40.31. Result ID: 699a8b725698665ec415a0d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Strategy":"FedAvg","Local Defense":"TRADES","Backbone":"ViT-T/16"}. This record does not assert independent reproduction. ### FP-PGD-AT Accuracy (Benign): 34.41. Result ID: 699a8b725698665ec415a0d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Strategy":"FedProx","Local Defense":"PGD-AT","Backbone":"ViT-T/16"}. This record does not assert independent reproduction. ### Per-Adv Accuracy (Benign): 32.92. Result ID: 699a8b725698665ec415a0dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-T/16"}. This record does not assert independent reproduction. ### FA-PGD-AT Accuracy (Benign): 32.81. Result ID: 699a8b725698665ec415a0d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Strategy":"FedAvg","Local Defense":"PGD-AT","Backbone":"ViT-T/16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.