# Image Classification on CIFAR-100 gamma=10 (Pathological) Source: [Image Classification on CIFAR-100 gamma=10 (Pathological)]() Collection index: [llms.txt]() Data updated: 2026-02-27T10:35:17.161Z Evaluation of Image Classification performance on the CIFAR-100 dataset under the specific 'gamma=10' corruption setting, often referred to as the Pathological variant. 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 gamma=10 (Pathological) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedWMSAM | 43.83 | Not recorded | 692d2104d6b0dd33429315f1 | | MoFedSAM | 42.79 | Not recorded | 692d2104d6b0dd33429315f1 | | SCAFFOLD | 41.33 | Not recorded | 692d2104d6b0dd33429315f1 | | FedCM | 39.4 | Not recorded | 692d2104d6b0dd33429315f1 | | FedLESAM(-S/-D) | 39.14 | Not recorded | 692d2104d6b0dd33429315f1 | | FedAvg | 36.31 | Not recorded | 692d2104d6b0dd33429315f1 | | FedSAM | 35.53 | Not recorded | 692d2104d6b0dd33429315f1 | | FedSMOO | 30.06 | Not recorded | 692d2104d6b0dd33429315f1 | | FedGAMMA | 1.98 | Not recorded | 692d2104d6b0dd33429315f1 | ### FedWMSAM Accuracy: 43.83. Result ID: 69a1734635dfcabb00e71abe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction. ### MoFedSAM Accuracy: 42.79. Result ID: 69a1734635dfcabb00e71aba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction. ### SCAFFOLD Accuracy: 41.33. Result ID: 69a1734635dfcabb00e71ab8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction. ### FedCM Accuracy: 39.4. Result ID: 69a1734635dfcabb00e71ab7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction. ### FedLESAM(-S/-D) Accuracy: 39.14. Result ID: 69a1734635dfcabb00e71abd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 36.31. Result ID: 69a1734635dfcabb00e71ab6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction. ### FedSAM Accuracy: 35.53. Result ID: 69a1734635dfcabb00e71ab9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction. ### FedSMOO Accuracy: 30.06. Result ID: 69a1734635dfcabb00e71abc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction. ### FedGAMMA Accuracy: 1.98. Result ID: 69a1734635dfcabb00e71abb. [Reporting paper]() Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.