# Image Classification on CIFAR-100 (NID Top-1 Accuracy) Source: [Image Classification on CIFAR-100 (NID Top-1 Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-03-23T10:34:07.306Z Evaluation of Image Classification performance on the CIFAR-100 dataset, reporting top-1 accuracy under various Normalized Information Distance (NID) conditions. 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 | | Metric | Top-1 Accuracy (NID1=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=0.05)](): Higher is better; unit: PERCENT. - [Top-1 Accuracy (NID1=0.2)](): Higher is better; unit: PERCENT. - [Top-1 Accuracy (NID2)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy (NID1=0.05) | Result date | Report paper | | --- | --- | --- | --- | | SemanticFL | 59.85 | Not recorded | 69c0c9040636e5bf4afc3b82 | | FedDifRC | 59.22 | Not recorded | 69c0c9040636e5bf4afc3b82 | | FedRCL | 57.98 | Not recorded | 69c0c9040636e5bf4afc3b82 | | FedCDA | 57.76 | Not recorded | 69c0c9040636e5bf4afc3b82 | | FedDisco | 57.34 | Not recorded | 69c0c9040636e5bf4afc3b82 | | MOON | 56.79 | Not recorded | 69c0c9040636e5bf4afc3b82 | | FedProx | 56.27 | Not recorded | 69c0c9040636e5bf4afc3b82 | | FedAvg | 55.97 | Not recorded | 69c0c9040636e5bf4afc3b82 | ### SemanticFL Top-1 Accuracy (NID1=0.05): 59.85. Result ID: 69c1152747f34ce924a9291b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedDifRC Top-1 Accuracy (NID1=0.05): 59.22. Result ID: 69c1152747f34ce924a9291a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedRCL Top-1 Accuracy (NID1=0.05): 57.98. Result ID: 69c1152747f34ce924a92919. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedCDA Top-1 Accuracy (NID1=0.05): 57.76. Result ID: 69c1152747f34ce924a92918. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedDisco Top-1 Accuracy (NID1=0.05): 57.34. Result ID: 69c1152747f34ce924a92917. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MOON Top-1 Accuracy (NID1=0.05): 56.79. Result ID: 69c1152747f34ce924a92916. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedProx Top-1 Accuracy (NID1=0.05): 56.27. Result ID: 69c1152747f34ce924a92915. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedAvg Top-1 Accuracy (NID1=0.05): 55.97. Result ID: 69c1152747f34ce924a92914. [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.