# Image Classification on EMNIST Byclass (test) Source: [Image Classification on EMNIST Byclass (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:43.868Z Evaluation of Image Classification performance on the test split of the EMNIST Byclass dataset. 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 Byclass (test) | | Metric | Top-1 Acc | | 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 - [Top-1 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | WaveMix-128/7 | 88.43 | Not recorded | 68fa6bf11e209131cea310ce | | WaveMix | 88.43 | Not recorded | 68fa72b01e209131cea57ec4 | | WaveMix-256/7 | 88.42 | Not recorded | 68fa6bf11e209131cea310ce | | ResNet-50 | 88.18 | Not recorded | 68fa6bf11e209131cea310ce | | Previous SOTA \[56\] | 88.12 | Not recorded | 68fa72b01e209131cea57ec4 | | ResNet-34 | 88.1 | Not recorded | 68fa6bf11e209131cea310ce | | ResNet-18 | 87.98 | Not recorded | 68fa6bf11e209131cea310ce | ### WaveMix-128/7 Top-1 Acc: 88.43. Result ID: 698eaa98ffc3901de09f9af0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of parameters (Million)":"2.4"}. This record does not assert independent reproduction. ### WaveMix Top-1 Acc: 88.43. Result ID: 69926ce33a6c3148490eddf6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Augmentation":"TrivialAugment"}. This record does not assert independent reproduction. ### WaveMix-256/7 Top-1 Acc: 88.42. Result ID: 698eaa98ffc3901de09f9af1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of parameters (Million)":"9.6"}. This record does not assert independent reproduction. ### ResNet-50 Top-1 Acc: 88.18. Result ID: 698eaa98ffc3901de09f9aef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of parameters (Million)":"23.6"}. This record does not assert independent reproduction. ### Previous SOTA \[56\] Top-1 Acc: 88.12. Result ID: 69926ce33a6c3148490eddf7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResNet-34 Top-1 Acc: 88.1. Result ID: 698eaa98ffc3901de09f9aee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of parameters (Million)":"21.3"}. This record does not assert independent reproduction. ### ResNet-18 Top-1 Acc: 87.98. Result ID: 698eaa98ffc3901de09f9aed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of parameters (Million)":"11.2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.