# Image Classification on CIFAR-10 (Adversarial Robustness FGSM, PGD, SparseFool, PAP) Source: [Image Classification on CIFAR-10 (Adversarial Robustness FGSM, PGD, SparseFool, PAP)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:37:43.635Z Evaluation of Image Classification performance on CIFAR-10 measuring robustness against a specific set of adversarial attacks, including FGSM, PGD, SparseFool, and PAP, alongside benign 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 | Image Classification | | Dataset (including any stated split) | CIFAR-10 | | Metric | Benign Accuracy | | 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 - [Benign Accuracy](): Higher is better; unit: PERCENT. - [Robustness (FGSM)](): Higher is better; unit: PERCENT. - [Robustness (PGD)](): Higher is better; unit: PERCENT. - [Robustness (SparseFool)](): Higher is better; unit: PERCENT. - [Robustness (PAP)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Benign Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Lorica | 57.46 | Not recorded | 68fa792a1e209131cea7c5d5 | | Sylva | 55.92 | Not recorded | 68fa792a1e209131cea7c5d5 | | FP-Gen-AF | 51.73 | Not recorded | 68fa792a1e209131cea7c5d5 | | DBFAT | 51.45 | Not recorded | 68fa792a1e209131cea7c5d5 | | Per-LoRA | 50.89 | Not recorded | 68fa792a1e209131cea7c5d5 | | FA-Gen-AF | 50.12 | Not recorded | 68fa792a1e209131cea7c5d5 | | FP-TRADES | 49.58 | Not recorded | 68fa792a1e209131cea7c5d5 | | FA-TRADES | 48.24 | Not recorded | 68fa792a1e209131cea7c5d5 | | Per-Adv | 39.96 | Not recorded | 68fa792a1e209131cea7c5d5 | | FP-PGD-AT | 39.91 | Not recorded | 68fa792a1e209131cea7c5d5 | | FA-PGD-AT | 37.54 | Not recorded | 68fa792a1e209131cea7c5d5 | ### Lorica Benign Accuracy: 57.46. Result ID: 699a8b725698665ec415a0d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-T/16"}. This record does not assert independent reproduction. ### Sylva Benign Accuracy: 55.92. Result ID: 699a8b725698665ec415a0d4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-T/16"}. This record does not assert independent reproduction. ### FP-Gen-AF Benign Accuracy: 51.73. Result ID: 699a8b725698665ec415a0d0. [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. ### DBFAT Benign Accuracy: 51.45. Result ID: 699a8b725698665ec415a0d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-T/16"}. This record does not assert independent reproduction. ### Per-LoRA Benign Accuracy: 50.89. Result ID: 699a8b725698665ec415a0d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-T/16"}. This record does not assert independent reproduction. ### FA-Gen-AF Benign Accuracy: 50.12. Result ID: 699a8b725698665ec415a0cd. [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 Benign Accuracy: 49.58. Result ID: 699a8b725698665ec415a0cf. [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 Benign Accuracy: 48.24. Result ID: 699a8b725698665ec415a0cc. [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. ### Per-Adv Benign Accuracy: 39.96. Result ID: 699a8b725698665ec415a0d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-T/16"}. This record does not assert independent reproduction. ### FP-PGD-AT Benign Accuracy: 39.91. Result ID: 699a8b725698665ec415a0ce. [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. ### FA-PGD-AT Benign Accuracy: 37.54. Result ID: 699a8b725698665ec415a0cb. [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.