# Image Classification on EMNIST Public Task Finetuned (test) Source: [Image Classification on EMNIST Public Task Finetuned (test)]() Collection index: [llms.txt]() Data updated: 2026-03-05T08:07:41.818Z Evaluation of Image Classification performance on the test split of the EMNIST Public Task Finetuned configuration. 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 Public Task Finetuned (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 | | --- | --- | --- | --- | | Quantum Augmentation Baseline | 88.5 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Gaussian Blur Augmented EMNIST Baseline | 83.9 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Accuracy-Based Reward Policy | 64.4 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Length-Based Reward Policy | 63.9 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Gaussian Noise Augmented EMNIST Baseline | 56.5 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Public-Based Reward Policy | 56.5 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Gaussian Blur Augmented EMNIST Baseline | 54.1 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Quantum Random Action Baseline | 51.9 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Gaussian Noise Augmented EMNIST Baseline | 51.5 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Length-Based Reward Policy | 51.5 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Public-Based Reward Policy | 50.7 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Pure Chance Baseline | 50 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Quantum Random Action Baseline | 49.6 | Not recorded | 68fa43ba1e209131ce90c1f0 | | Accuracy-Based Reward Policy | 48.7 | Not recorded | 68fa43ba1e209131ce90c1f0 | ### Quantum Augmentation Baseline Accuracy: 88.5. Result ID: 69a939956dbb7075b9527a33. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gaussian Blur Augmented EMNIST Baseline Accuracy: 83.9. Result ID: 69a939956dbb7075b9527a37. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Finetuned"}. This record does not assert independent reproduction. ### Accuracy-Based Reward Policy Accuracy: 64.4. Result ID: 69a939956dbb7075b9527a3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Testing","Training Steps":"52,829","Training Hours":"348"}. This record does not assert independent reproduction. ### Length-Based Reward Policy Accuracy: 63.9. Result ID: 69a939956dbb7075b9527a3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Testing","Training Steps":"28,519","Training Hours":"190"}. This record does not assert independent reproduction. ### Gaussian Noise Augmented EMNIST Baseline Accuracy: 56.5. Result ID: 69a939956dbb7075b9527a39. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Finetuned"}. This record does not assert independent reproduction. ### Public-Based Reward Policy Accuracy: 56.5. Result ID: 69a939956dbb7075b9527a3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Finetuned","Training Steps":"90,397","Training Hours":"605"}. This record does not assert independent reproduction. ### Gaussian Blur Augmented EMNIST Baseline Accuracy: 54.1. Result ID: 69a939956dbb7075b9527a36. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Testing"}. This record does not assert independent reproduction. ### Quantum Random Action Baseline Accuracy: 51.9. Result ID: 69a939956dbb7075b9527a35. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Finetuned"}. This record does not assert independent reproduction. ### Gaussian Noise Augmented EMNIST Baseline Accuracy: 51.5. Result ID: 69a939956dbb7075b9527a38. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Testing"}. This record does not assert independent reproduction. ### Length-Based Reward Policy Accuracy: 51.5. Result ID: 69a939956dbb7075b9527a3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Finetuned","Training Steps":"28,519","Training Hours":"190"}. This record does not assert independent reproduction. ### Public-Based Reward Policy Accuracy: 50.7. Result ID: 69a939956dbb7075b9527a3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Testing","Training Steps":"90,397","Training Hours":"605"}. This record does not assert independent reproduction. ### Pure Chance Baseline Accuracy: 50. Result ID: 69a939956dbb7075b9527a32. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Quantum Random Action Baseline Accuracy: 49.6. Result ID: 69a939956dbb7075b9527a34. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Testing"}. This record does not assert independent reproduction. ### Accuracy-Based Reward Policy Accuracy: 48.7. Result ID: 69a939956dbb7075b9527a3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Finetuned","Training Steps":"52,829","Training Hours":"348"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.