# Image Classification on CIFAR-100 alpha=0.3 (test) Source: [Image Classification on CIFAR-100 alpha=0.3 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-15T09:12:47.567Z Evaluation of Image Classification performance on the CIFAR-100 dataset configured with the corruption parameter alpha=0.3, measured on the test split using robustness metrics like Logit flipping and SIA. 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 alpha=0.3 (test) | | Metric | Logit Flipping | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Logit Flipping](): Higher is better; unit: PERCENT. - [SIA (Bounding Box)](): Higher is better; unit: PERCENT. - [LMA](): Higher is better; unit: PERCENT. - [CPA](): Higher is better; unit: PERCENT. - [SIA (Whole Body)](): Higher is better; unit: PERCENT. - [Worst Case Robustness](): Higher is better; unit: PERCENT. ## Recorded results | Method | Logit Flipping | Result date | Report paper | | --- | --- | --- | --- | | RA-Mean | 75.7 | Not recorded | 68fa7c421e209131cea8d392 | | DeepSet-TM | 75.7 | Not recorded | 68fa7c421e209131cea8d392 | | Mean | 75.6 | Not recorded | 68fa7c421e209131cea8d392 | | RA-CWTM | 69.8 | Not recorded | 68fa7c421e209131cea8d392 | | DS-RA | 69.2 | Not recorded | 68fa7c421e209131cea8d392 | | CWTM | 69.1 | Not recorded | 68fa7c421e209131cea8d392 | | CWMed | 55.1 | Not recorded | 68fa7c421e209131cea8d392 | | RA-CWMed | 54.7 | Not recorded | 68fa7c421e209131cea8d392 | ### RA-Mean Logit Flipping: 75.7. Result ID: 69df567f47f34ce924c84d5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"Mean","Randomized ablation (RA)":"true","n (clients)":"17","f (adversaries)":"4"}. This record does not assert independent reproduction. ### DeepSet-TM Logit Flipping: 75.7. Result ID: 69df567f47f34ce924c84d63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"DeepSet-TM","Randomized ablation (RA)":"false","n (clients)":"17","f (adversaries)":"4"}. This record does not assert independent reproduction. ### Mean Logit Flipping: 75.6. Result ID: 69df567f47f34ce924c84d5c. [Reporting paper]() Recorded evaluation configuration: {"Aggregation":"Mean","Randomized ablation (RA)":"false","n (clients)":"17","f (adversaries)":"4"}. This record does not assert independent reproduction. ### RA-CWTM Logit Flipping: 69.8. Result ID: 69df567f47f34ce924c84d5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"CWTM","Randomized ablation (RA)":"true","n (clients)":"17","f (adversaries)":"4"}. This record does not assert independent reproduction. ### DS-RA Logit Flipping: 69.2. Result ID: 69df567f47f34ce924c84d62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"DeepSet (RA)","Randomized ablation (RA)":"true","n (clients)":"17","f (adversaries)":"4"}. This record does not assert independent reproduction. ### CWTM Logit Flipping: 69.1. Result ID: 69df567f47f34ce924c84d5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"CWTM","Randomized ablation (RA)":"false","n (clients)":"17","f (adversaries)":"4"}. This record does not assert independent reproduction. ### CWMed Logit Flipping: 55.1. Result ID: 69df567f47f34ce924c84d60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"CWMed","Randomized ablation (RA)":"false","n (clients)":"17","f (adversaries)":"4"}. This record does not assert independent reproduction. ### RA-CWMed Logit Flipping: 54.7. Result ID: 69df567f47f34ce924c84d61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"CWMed","Randomized ablation (RA)":"true","n (clients)":"17","f (adversaries)":"4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.