# Image Classification on EMNIST IID (test) Efficiency Trade-offs Source: [Image Classification on EMNIST IID (test) Efficiency Trade-offs]() Collection index: [llms.txt]() Data updated: 2026-03-30T07:29:36.195Z Evaluation of Image Classification efficiency trade-offs on the test split of the EMNIST dataset configured for i.i.d. sampling, measuring time reduction required to achieve target accuracy levels. 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 (test) | | Metric | Time Reduction (%) @ Acc 0.6 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 | 67.5 | Not recorded | 69ca03670636e5bf4afc923c | | Time-Optimized Generalized AsyncSGD | 64.35 | Not recorded | 69ca03670636e5bf4afc923c | | Time-Optimized Generalized AsyncSGD | 62.59 | Not recorded | 69ca03670636e5bf4afc923c | | Time-Optimized Generalized AsyncSGD | 59.08 | Not recorded | 69ca03670636e5bf4afc923c | | Time-Optimized Generalized AsyncSGD | 52.35 | Not recorded | 69ca03670636e5bf4afc923c | | Time-Optimized Generalized AsyncSGD | 49.35 | Not recorded | 69ca03670636e5bf4afc923c | | Time-Optimized Generalized AsyncSGD | 46.28 | Not recorded | 69ca03670636e5bf4afc923c | | Time-Optimized Generalized AsyncSGD | 41.77 | Not recorded | 69ca03670636e5bf4afc923c | | Time-Optimized Generalized AsyncSGD | 29.84 | Not recorded | 69ca03670636e5bf4afc923c | ### Time-Optimized Generalized AsyncSGD Time Reduction (%) @ Acc 0.6: 67.5. Result ID: 69ca25c347f34ce924b26931. [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: 64.35. Result ID: 69ca25c347f34ce924b26935. [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: 62.59. Result ID: 69ca25c347f34ce924b26932. [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: 59.08. Result ID: 69ca25c347f34ce924b26934. [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: 52.35. Result ID: 69ca25c347f34ce924b26937. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Service time distribution":"Deterministic","Reference Baseline":"Max-Throughput"}. This record does not assert independent reproduction. ### Time-Optimized Generalized AsyncSGD Time Reduction (%) @ Acc 0.6: 49.35. Result ID: 69ca25c347f34ce924b26938. [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: 46.28. Result ID: 69ca25c347f34ce924b26933. [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: 41.77. Result ID: 69ca25c347f34ce924b26936. [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: 29.84. Result ID: 69ca25c347f34ce924b26939. [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.