# Image Classification on CIFAR-10 (NID Accuracy) Source: [Image Classification on CIFAR-10 (NID Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-03-23T10:34:07.278Z Evaluation of Image Classification performance on the CIFAR-10 dataset, reporting specialized accuracy metrics related to Neural Information Distance (NID) thresholds. 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-10 | | Metric | Top-1 Accuracy (NID1, threshold 0.05) | | 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 - [Top-1 Accuracy (NID1, threshold 0.05)](): Higher is better; unit: PERCENT. - [Top-1 Accuracy (NID1, threshold 0.2)](): Higher is better; unit: PERCENT. - [Top-1 Accuracy (NID2)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy (NID1, threshold 0.05) | Result date | Report paper | | --- | --- | --- | --- | | SemanticFL | 83.76 | Not recorded | 69c0c9040636e5bf4afc3b82 | | FedDifRC | 83.14 | Not recorded | 69c0c9040636e5bf4afc3b82 | | FedRCL | 82.02 | Not recorded | 69c0c9040636e5bf4afc3b82 | | FedCDA | 81.7 | Not recorded | 69c0c9040636e5bf4afc3b82 | | FedDisco | 81.35 | Not recorded | 69c0c9040636e5bf4afc3b82 | | MOON | 80.79 | Not recorded | 69c0c9040636e5bf4afc3b82 | | FedProx | 78.42 | Not recorded | 69c0c9040636e5bf4afc3b82 | | FedAvg | 78.27 | Not recorded | 69c0c9040636e5bf4afc3b82 | ### SemanticFL Top-1 Accuracy (NID1, threshold 0.05): 83.76. Result ID: 69c1152747f34ce924a92913. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedDifRC Top-1 Accuracy (NID1, threshold 0.05): 83.14. Result ID: 69c1152747f34ce924a92912. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedRCL Top-1 Accuracy (NID1, threshold 0.05): 82.02. Result ID: 69c1152747f34ce924a92911. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedCDA Top-1 Accuracy (NID1, threshold 0.05): 81.7. Result ID: 69c1152747f34ce924a92910. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedDisco Top-1 Accuracy (NID1, threshold 0.05): 81.35. Result ID: 69c1152747f34ce924a9290f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MOON Top-1 Accuracy (NID1, threshold 0.05): 80.79. Result ID: 69c1152747f34ce924a9290e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedProx Top-1 Accuracy (NID1, threshold 0.05): 78.42. Result ID: 69c1152747f34ce924a9290d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedAvg Top-1 Accuracy (NID1, threshold 0.05): 78.27. Result ID: 69c1152747f34ce924a9290c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.