# Image Classification on TinyImageNet (NID Metrics) Source: [Image Classification on TinyImageNet (NID Metrics)]() Collection index: [llms.txt]() Data updated: 2026-03-23T10:34:07.338Z Evaluation of Image Classification performance on the TinyImageNet dataset, measured using specialized accuracy metrics derived from NID analysis (NID1\_0.05, NID1\_0.2, NID2). 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) | TinyImageNet | | 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 | 43.25 | Not recorded | 69c0c9040636e5bf4afc3b82 | | FedDifRC | 42.63 | Not recorded | 69c0c9040636e5bf4afc3b82 | | FedRCL | 41.33 | Not recorded | 69c0c9040636e5bf4afc3b82 | | FedCDA | 41.18 | Not recorded | 69c0c9040636e5bf4afc3b82 | | FedDisco | 40.83 | Not recorded | 69c0c9040636e5bf4afc3b82 | | MOON | 40.79 | Not recorded | 69c0c9040636e5bf4afc3b82 | | FedAvg | 40.41 | Not recorded | 69c0c9040636e5bf4afc3b82 | | FedProx | 40.2 | Not recorded | 69c0c9040636e5bf4afc3b82 | ### SemanticFL Top-1 Accuracy (NID1\_0.05): 43.25. Result ID: 69c1152747f34ce924a92923. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedDifRC Top-1 Accuracy (NID1\_0.05): 42.63. Result ID: 69c1152747f34ce924a92922. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedRCL Top-1 Accuracy (NID1\_0.05): 41.33. Result ID: 69c1152747f34ce924a92921. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedCDA Top-1 Accuracy (NID1\_0.05): 41.18. Result ID: 69c1152747f34ce924a92920. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedDisco Top-1 Accuracy (NID1\_0.05): 40.83. Result ID: 69c1152747f34ce924a9291f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MOON Top-1 Accuracy (NID1\_0.05): 40.79. Result ID: 69c1152747f34ce924a9291e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedAvg Top-1 Accuracy (NID1\_0.05): 40.41. Result ID: 69c1152747f34ce924a9291c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedProx Top-1 Accuracy (NID1\_0.05): 40.2. Result ID: 69c1152747f34ce924a9291d. [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.