# Image Classification on CIFAR-100 gamma=20 (Pathological) Source: [Image Classification on CIFAR-100 gamma=20 (Pathological)]() Collection index: [llms.txt]() Data updated: 2026-02-27T10:35:17.132Z Evaluation of Image Classification performance on the CIFAR-100 dataset configured under the specific 'gamma=20' corruption setting, known 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=20 (Pathological) | | Metric | Accuracy | | Unit | SCALAR | | 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: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedWMSAM | 0.4786 | Not recorded | 692d2104d6b0dd33429315f1 | | SCAFFOLD | 0.4647 | Not recorded | 692d2104d6b0dd33429315f1 | | FedSMOO | 0.462 | Not recorded | 692d2104d6b0dd33429315f1 | | MoFedSAM | 0.4619 | Not recorded | 692d2104d6b0dd33429315f1 | | FedCM | 0.4394 | Not recorded | 692d2104d6b0dd33429315f1 | | FedLESAM(-S/-D) | 0.4298 | Not recorded | 692d2104d6b0dd33429315f1 | | FedAvg | 0.3968 | Not recorded | 692d2104d6b0dd33429315f1 | | FedSAM | 0.3933 | Not recorded | 692d2104d6b0dd33429315f1 | | FedGAMMA | 0.1739 | Not recorded | 692d2104d6b0dd33429315f1 | ### FedWMSAM Accuracy: 0.4786. Result ID: 69a1734635dfcabb00e71ab5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction. ### SCAFFOLD Accuracy: 0.4647. Result ID: 69a1734635dfcabb00e71aaf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction. ### FedSMOO Accuracy: 0.462. Result ID: 69a1734635dfcabb00e71ab3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction. ### MoFedSAM Accuracy: 0.4619. Result ID: 69a1734635dfcabb00e71ab1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction. ### FedCM Accuracy: 0.4394. Result ID: 69a1734635dfcabb00e71aae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction. ### FedLESAM(-S/-D) Accuracy: 0.4298. Result ID: 69a1734635dfcabb00e71ab4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 0.3968. Result ID: 69a1734635dfcabb00e71aad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction. ### FedSAM Accuracy: 0.3933. Result ID: 69a1734635dfcabb00e71ab0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication Rounds":"500"}. This record does not assert independent reproduction. ### FedGAMMA Accuracy: 0.1739. Result ID: 69a1734635dfcabb00e71ab2. [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.