# Image Classification on CINIC-10 under sudden drift and Dir(0.1) 1.0 (test) Source: [Image Classification on CINIC-10 under sudden drift and Dir(0.1) 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:45:56.879Z Evaluation of Image Classification performance on the CINIC-10 dataset subjected to sudden distribution drift under the Dir(0.1) configuration at time step 1.0, using the test set. 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) | CINIC-10 under sudden drift and Dir(0.1) 1.0 (test) | | Metric | Generalized Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 - [Generalized Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Generalized Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedCCFA | 46.02 | Not recorded | 68fa755d1e209131cea6780b | | AdapFedAvg | 42.43 | Not recorded | 68fa755d1e209131cea6780b | | FedProx | 42.27 | Not recorded | 68fa755d1e209131cea6780b | | FedAvg | 42.15 | Not recorded | 68fa755d1e209131cea6780b | | Flash | 41.4 | Not recorded | 68fa755d1e209131cea6780b | | Flash | 41.35 | Not recorded | 68fa755d1e209131cea6780b | | FedCCFA | 40.94 | Not recorded | 68fa755d1e209131cea6780b | | Ditto | 40.22 | Not recorded | 68fa755d1e209131cea6780b | | Ditto | 39.6 | Not recorded | 68fa755d1e209131cea6780b | | FedProx | 38.58 | Not recorded | 68fa755d1e209131cea6780b | | FedAvg | 37.5 | Not recorded | 68fa755d1e209131cea6780b | | AdapFedAvg | 36.98 | Not recorded | 68fa755d1e209131cea6780b | | FedFM | 36.84 | Not recorded | 68fa755d1e209131cea6780b | | pFedMe | 34.54 | Not recorded | 68fa755d1e209131cea6780b | | SCAFFOLD | 34.25 | Not recorded | 68fa755d1e209131cea6780b | | IFCA | 33.84 | Not recorded | 68fa755d1e209131cea6780b | | FedDrift | 32.4 | Not recorded | 68fa755d1e209131cea6780b | | IFCA | 31.7 | Not recorded | 68fa755d1e209131cea6780b | | FedPAC | 31.6 | Not recorded | 68fa755d1e209131cea6780b | | FedRep | 31.17 | Not recorded | 68fa755d1e209131cea6780b | | FedBABU | 30.97 | Not recorded | 68fa755d1e209131cea6780b | | pFedMe | 30.77 | Not recorded | 68fa755d1e209131cea6780b | | FedDrift | 28.32 | Not recorded | 68fa755d1e209131cea6780b | | FedRep | 28.27 | Not recorded | 68fa755d1e209131cea6780b | | SCAFFOLD | 27.78 | Not recorded | 68fa755d1e209131cea6780b | | FedBABU | 25.8 | Not recorded | 68fa755d1e209131cea6780b | | FedFM | 10 | Not recorded | 68fa755d1e209131cea6780b | ### FedCCFA Generalized Accuracy: 46.02. Result ID: 6993ab633a6c31484917b13c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%"}. This record does not assert independent reproduction. ### AdapFedAvg Generalized Accuracy: 42.43. Result ID: 6993ab633a6c31484917b12a. [Reporting paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%"}. This record does not assert independent reproduction. ### FedProx Generalized Accuracy: 42.27. Result ID: 6993ab633a6c31484917b124. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%"}. This record does not assert independent reproduction. ### FedAvg Generalized Accuracy: 42.15. Result ID: 6993ab633a6c31484917b122. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%"}. This record does not assert independent reproduction. ### Flash Generalized Accuracy: 41.4. Result ID: 6993ab633a6c31484917b12d. [Reporting paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%"}. This record does not assert independent reproduction. ### Flash Generalized Accuracy: 41.35. Result ID: 6993ab633a6c31484917b12c. [Reporting paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%"}. This record does not assert independent reproduction. ### FedCCFA Generalized Accuracy: 40.94. Result ID: 6993ab633a6c31484917b13b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%"}. This record does not assert independent reproduction. ### Ditto Generalized Accuracy: 40.22. Result ID: 6993ab633a6c31484917b131. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%"}. This record does not assert independent reproduction. ### Ditto Generalized Accuracy: 39.6. Result ID: 6993ab633a6c31484917b130. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%"}. This record does not assert independent reproduction. ### FedProx Generalized Accuracy: 38.58. Result ID: 6993ab633a6c31484917b125. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%"}. This record does not assert independent reproduction. ### FedAvg Generalized Accuracy: 37.5. Result ID: 6993ab633a6c31484917b123. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%"}. This record does not assert independent reproduction. ### AdapFedAvg Generalized Accuracy: 36.98. Result ID: 6993ab633a6c31484917b12b. [Reporting paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%"}. This record does not assert independent reproduction. ### FedFM Generalized Accuracy: 36.84. Result ID: 6993ab633a6c31484917b129. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%"}. This record does not assert independent reproduction. ### pFedMe Generalized Accuracy: 34.54. Result ID: 6993ab633a6c31484917b12f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%"}. This record does not assert independent reproduction. ### SCAFFOLD Generalized Accuracy: 34.25. Result ID: 6993ab633a6c31484917b127. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%"}. This record does not assert independent reproduction. ### IFCA Generalized Accuracy: 33.84. Result ID: 6993ab633a6c31484917b137. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%"}. This record does not assert independent reproduction. ### FedDrift Generalized Accuracy: 32.4. Result ID: 6993ab633a6c31484917b13a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%"}. This record does not assert independent reproduction. ### IFCA Generalized Accuracy: 31.7. Result ID: 6993ab633a6c31484917b138. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%"}. This record does not assert independent reproduction. ### FedPAC Generalized Accuracy: 31.6. Result ID: 6993ab633a6c31484917b136. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%"}. This record does not assert independent reproduction. ### FedRep Generalized Accuracy: 31.17. Result ID: 6993ab633a6c31484917b133. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%"}. This record does not assert independent reproduction. ### FedBABU Generalized Accuracy: 30.97. Result ID: 6993ab633a6c31484917b135. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":100,"Sample ratio":"20%"}. This record does not assert independent reproduction. ### pFedMe Generalized Accuracy: 30.77. Result ID: 6993ab633a6c31484917b12e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%"}. This record does not assert independent reproduction. ### FedDrift Generalized Accuracy: 28.32. Result ID: 6993ab633a6c31484917b139. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%"}. This record does not assert independent reproduction. ### FedRep Generalized Accuracy: 28.27. Result ID: 6993ab633a6c31484917b132. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%"}. This record does not assert independent reproduction. ### SCAFFOLD Generalized Accuracy: 27.78. Result ID: 6993ab633a6c31484917b126. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%"}. This record does not assert independent reproduction. ### FedBABU Generalized Accuracy: 25.8. Result ID: 6993ab633a6c31484917b134. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%"}. This record does not assert independent reproduction. ### FedFM Generalized Accuracy: 10. Result ID: 6993ab633a6c31484917b128. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of clients":20,"Sample ratio":"100%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.