# Image Classification on MNIST non-IID (4 classes/client) (test) Source: [Image Classification on MNIST non-IID (4 classes/client) (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:19.065Z Evaluation of Image Classification performance on the MNIST test set configured with a non-IID distribution where each client receives data from 4 classes. 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) | MNIST non-iid (4 classes/client) (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 | 99 | Not recorded | 69535c8753fdd5c36173d9c0 | | Direct | 99 | Not recorded | 69535c8753fdd5c36173d9c0 | | CAFe | 99 | Not recorded | 69535c8753fdd5c36173d9c0 | | CAFe | 98.9 | Not recorded | 69535c8753fdd5c36173d9c0 | | CAFe | 98.9 | Not recorded | 69535c8753fdd5c36173d9c0 | | CAFe | 98.8 | Not recorded | 69535c8753fdd5c36173d9c0 | | Direct | 98.7 | Not recorded | 69535c8753fdd5c36173d9c0 | | Direct | 98.7 | Not recorded | 69535c8753fdd5c36173d9c0 | | CAFe | 98.6 | Not recorded | 69535c8753fdd5c36173d9c0 | | Direct | 98.4 | Not recorded | 69535c8753fdd5c36173d9c0 | | CAFe | 98.1 | Not recorded | 69535c8753fdd5c36173d9c0 | | Direct | 97.6 | Not recorded | 69535c8753fdd5c36173d9c0 | | Direct | 97.3 | Not recorded | 69535c8753fdd5c36173d9c0 | ### None Accuracy: 99. Result ID: 699938705698665ec4a1f165. [Reporting paper]() Recorded evaluation configuration: {"Compressor":"None"}. This record does not assert independent reproduction. ### Direct Accuracy: 99. Result ID: 699938705698665ec4a1f166. [Reporting paper]() Recorded evaluation configuration: {"Compressor":"Top-k","Param":"k=10%"}. This record does not assert independent reproduction. ### CAFe Accuracy: 99. Result ID: 699938705698665ec4a1f167. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compressor":"Top-k","Param":"k=10%"}. This record does not assert independent reproduction. ### CAFe Accuracy: 98.9. Result ID: 699938705698665ec4a1f169. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compressor":"Top-k","Param":"k=1%"}. This record does not assert independent reproduction. ### CAFe Accuracy: 98.9. Result ID: 699938705698665ec4a1f16d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compressor":"Top-1% + Quantizer","Param":"6 bits"}. This record does not assert independent reproduction. ### CAFe Accuracy: 98.8. Result ID: 699938705698665ec4a1f16f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compressor":"Low-rank","Param":"rank=3"}. This record does not assert independent reproduction. ### Direct Accuracy: 98.7. Result ID: 699938705698665ec4a1f168. [Reporting paper]() Recorded evaluation configuration: {"Compressor":"Top-k","Param":"k=1%"}. This record does not assert independent reproduction. ### Direct Accuracy: 98.7. Result ID: 699938705698665ec4a1f16c. [Reporting paper]() Recorded evaluation configuration: {"Compressor":"Top-1% + Quantizer","Param":"6 bits"}. This record does not assert independent reproduction. ### CAFe Accuracy: 98.6. Result ID: 699938705698665ec4a1f171. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compressor":"Rank-1 + Quantizer","Param":"3 bits"}. This record does not assert independent reproduction. ### Direct Accuracy: 98.4. Result ID: 699938705698665ec4a1f16e. [Reporting paper]() Recorded evaluation configuration: {"Compressor":"Low-rank","Param":"rank=3"}. This record does not assert independent reproduction. ### CAFe Accuracy: 98.1. Result ID: 699938705698665ec4a1f16b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compressor":"Top-k","Param":"k=0.1%"}. This record does not assert independent reproduction. ### Direct Accuracy: 97.6. Result ID: 699938705698665ec4a1f16a. [Reporting paper]() Recorded evaluation configuration: {"Compressor":"Top-k","Param":"k=0.1%"}. This record does not assert independent reproduction. ### Direct Accuracy: 97.3. Result ID: 699938705698665ec4a1f170. [Reporting paper]() Recorded evaluation configuration: {"Compressor":"Rank-1 + Quantizer","Param":"3 bits"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.