# Image Classification on EMNIST iid (47 classes/client) CONV4, 50 rounds (test) Source: [Image Classification on EMNIST iid (47 classes/client) CONV4, 50 rounds (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:19.083Z Evaluation of Image Classification performance on a specific federated learning setup of the EMNIST dataset, using i.i.d. sampling, 47 classes per client, CONV4 architecture, evaluated over 50 communication rounds on the test split. 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) | EMNIST iid (47 classes/client) CONV4, 50 rounds (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | None | 88.9 | Not recorded | 69535c8753fdd5c36173d9c0 | | Direct | 88.9 | Not recorded | 69535c8753fdd5c36173d9c0 | | CAFe | 88.9 | Not recorded | 69535c8753fdd5c36173d9c0 | | CAFe | 87 | Not recorded | 69535c8753fdd5c36173d9c0 | | CAFe | 87 | Not recorded | 69535c8753fdd5c36173d9c0 | | Direct | 83.7 | Not recorded | 69535c8753fdd5c36173d9c0 | | Direct | 83.5 | Not recorded | 69535c8753fdd5c36173d9c0 | ### None Accuracy: 88.9. Result ID: 699938705698665ec4a1f172. [Reporting paper]() Recorded evaluation configuration: {"Compressor":"None"}. This record does not assert independent reproduction. ### Direct Accuracy: 88.9. Result ID: 699938705698665ec4a1f173. [Reporting paper]() Recorded evaluation configuration: {"Compressor":"Top-k","Param":"k=10%"}. This record does not assert independent reproduction. ### CAFe Accuracy: 88.9. Result ID: 699938705698665ec4a1f174. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compressor":"Top-k","Param":"k=10%"}. This record does not assert independent reproduction. ### CAFe Accuracy: 87. Result ID: 699938705698665ec4a1f176. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compressor":"Low-rank","Param":"rank=1"}. This record does not assert independent reproduction. ### CAFe Accuracy: 87. Result ID: 699938705698665ec4a1f178. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compressor":"Rank-1 + Quantizer","Param":"3 bits"}. This record does not assert independent reproduction. ### Direct Accuracy: 83.7. Result ID: 699938705698665ec4a1f177. [Reporting paper]() Recorded evaluation configuration: {"Compressor":"Rank-1 + Quantizer","Param":"3 bits"}. This record does not assert independent reproduction. ### Direct Accuracy: 83.5. Result ID: 699938705698665ec4a1f175. [Reporting paper]() Recorded evaluation configuration: {"Compressor":"Low-rank","Param":"rank=1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.