# Image Classification on EMNIST Non-IID (test) Source: [Image Classification on EMNIST Non-IID (test)]() Collection index: [llms.txt]() Data updated: 2026-03-30T07:29:36.238Z Evaluation of Image Classification performance on the test split of the EMNIST dataset configured for Non-IID data distribution. 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 Non-IID (test) | | Metric | Time Reduction (%) @ Acc 0.6 | | 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 - [Time Reduction (%) @ Acc 0.6](): Higher is better; unit: PERCENT. - [Time Reduction (%) @ Acc 0.75](): Higher is better; unit: PERCENT. ## Recorded results | Method | Time Reduction (%) @ Acc 0.6 | Result date | Report paper | | --- | --- | --- | --- | | Time-Optimized Generalized AsyncSGD | 79.3 | Not recorded | 69ca03670636e5bf4afc923c | | Time-Optimized Generalized AsyncSGD | 79.17 | Not recorded | 69ca03670636e5bf4afc923c | | Time-Optimized Generalized AsyncSGD | 62.44 | Not recorded | 69ca03670636e5bf4afc923c | | Time-Optimized Generalized AsyncSGD | 58.88 | Not recorded | 69ca03670636e5bf4afc923c | | Time-Optimized Generalized AsyncSGD | 57.04 | Not recorded | 69ca03670636e5bf4afc923c | | Time-Optimized Generalized AsyncSGD | 37 | Not recorded | 69ca03670636e5bf4afc923c | | Time-Optimized Generalized AsyncSGD | 35.6 | Not recorded | 69ca03670636e5bf4afc923c | | Time-Optimized Generalized AsyncSGD | 31.16 | Not recorded | 69ca03670636e5bf4afc923c | ### Time-Optimized Generalized AsyncSGD Time Reduction (%) @ Acc 0.6: 79.3. Result ID: 69ca25c347f34ce924b2693a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Service time distribution":"Exponential","Reference Baseline":"Max-Throughput"}. This record does not assert independent reproduction. ### Time-Optimized Generalized AsyncSGD Time Reduction (%) @ Acc 0.6: 79.17. Result ID: 69ca25c347f34ce924b2693d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Service time distribution":"Lognormal","Reference Baseline":"Max-Throughput"}. This record does not assert independent reproduction. ### Time-Optimized Generalized AsyncSGD Time Reduction (%) @ Acc 0.6: 62.44. Result ID: 69ca25c347f34ce924b2693e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Service time distribution":"Lognormal","Reference Baseline":"Round-Optimized"}. This record does not assert independent reproduction. ### Time-Optimized Generalized AsyncSGD Time Reduction (%) @ Acc 0.6: 58.88. Result ID: 69ca25c347f34ce924b26940. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Service time distribution":"Deterministic","Reference Baseline":"Round-Optimized"}. This record does not assert independent reproduction. ### Time-Optimized Generalized AsyncSGD Time Reduction (%) @ Acc 0.6: 57.04. Result ID: 69ca25c347f34ce924b2693b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Service time distribution":"Exponential","Reference Baseline":"Round-Optimized"}. This record does not assert independent reproduction. ### Time-Optimized Generalized AsyncSGD Time Reduction (%) @ Acc 0.6: 37. Result ID: 69ca25c347f34ce924b2693f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Service time distribution":"Lognormal","Reference Baseline":"AsyncSGD"}. This record does not assert independent reproduction. ### Time-Optimized Generalized AsyncSGD Time Reduction (%) @ Acc 0.6: 35.6. Result ID: 69ca25c347f34ce924b2693c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Service time distribution":"Exponential","Reference Baseline":"AsyncSGD"}. This record does not assert independent reproduction. ### Time-Optimized Generalized AsyncSGD Time Reduction (%) @ Acc 0.6: 31.16. Result ID: 69ca25c347f34ce924b26941. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Service time distribution":"Deterministic","Reference Baseline":"AsyncSGD"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.