# Image Classification on CIFAR-100 (Adversarial Robustness: BA, FGSM, PGD, SparseFool, PAP) Source: [Image Classification on CIFAR-100 (Adversarial Robustness: BA, FGSM, PGD, SparseFool, PAP)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:37:43.711Z Evaluation of Image Classification performance on the CIFAR-100 dataset, specifically measuring robustness against a suite 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-100 | | Metric | Benign Accuracy (BA) | | 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 (BA)](): Higher is better; unit: PERCENT. - [FGSM Accuracy](): Higher is better; unit: PERCENT. - [PGD Accuracy](): Higher is better; unit: PERCENT. - [SparseFool Accuracy](): Higher is better; unit: PERCENT. - [PAP Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Benign Accuracy (BA) | Result date | Report paper | | --- | --- | --- | --- | | Lorica | 25.86 | Not recorded | 68fa792a1e209131cea7c5d5 | | Sylva | 24.92 | Not recorded | 68fa792a1e209131cea7c5d5 | | FP-TRADES | 23.41 | Not recorded | 68fa792a1e209131cea7c5d5 | | DBFAT | 23.28 | Not recorded | 68fa792a1e209131cea7c5d5 | | Per-LoRA | 23.27 | Not recorded | 68fa792a1e209131cea7c5d5 | | FP-Gen-AF | 23.18 | Not recorded | 68fa792a1e209131cea7c5d5 | | FA-TRADES | 22.6 | Not recorded | 68fa792a1e209131cea7c5d5 | | FA-Gen-AF | 22.39 | Not recorded | 68fa792a1e209131cea7c5d5 | | Per-Adv | 14.65 | Not recorded | 68fa792a1e209131cea7c5d5 | | FP-PGD-AT | 14.02 | Not recorded | 68fa792a1e209131cea7c5d5 | | FA-PGD-AT | 11.89 | Not recorded | 68fa792a1e209131cea7c5d5 | ### Lorica Benign Accuracy (BA): 25.86. Result ID: 699a8b725698665ec415a0f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-T/16"}. This record does not assert independent reproduction. ### Sylva Benign Accuracy (BA): 24.92. Result ID: 699a8b725698665ec415a0f5. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-T/16"}. This record does not assert independent reproduction. ### FP-TRADES Benign Accuracy (BA): 23.41. Result ID: 699a8b725698665ec415a0f0. [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. ### DBFAT Benign Accuracy (BA): 23.28. Result ID: 699a8b725698665ec415a0f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-T/16"}. This record does not assert independent reproduction. ### Per-LoRA Benign Accuracy (BA): 23.27. Result ID: 699a8b725698665ec415a0f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-T/16"}. This record does not assert independent reproduction. ### FP-Gen-AF Benign Accuracy (BA): 23.18. Result ID: 699a8b725698665ec415a0f1. [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. ### FA-TRADES Benign Accuracy (BA): 22.6. Result ID: 699a8b725698665ec415a0ed. [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. ### FA-Gen-AF Benign Accuracy (BA): 22.39. Result ID: 699a8b725698665ec415a0ee. [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. ### Per-Adv Benign Accuracy (BA): 14.65. Result ID: 699a8b725698665ec415a0f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-T/16"}. This record does not assert independent reproduction. ### FP-PGD-AT Benign Accuracy (BA): 14.02. Result ID: 699a8b725698665ec415a0ef. [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 (BA): 11.89. Result ID: 699a8b725698665ec415a0ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Federated Strategy":"FedAvg","Local Defense":"PGD-AT","Backbone":"ViT-T/16"}. 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