# Image Classification on MNIST (retained set D\\Du) Source: [Image Classification on MNIST (retained set D\\Du)]() Collection index: [llms.txt]() Data updated: 2026-04-23T09:41:31.848Z Evaluation of Image Classification performance on the specific retained subset (D\\Du) of the MNIST dataset, reporting Macro F1-score. 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 (retained set D\\Du) | | Metric | Macro F1-score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Macro F1-score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Macro F1-score | Result date | Report paper | | --- | --- | --- | --- | | Original | 99.76 | Not recorded | 68fa74501e209131cea60fc7 | | Adv-R (Sr) | 99.71 | Not recorded | 68fa74501e209131cea60fc7 | | Retrain | 99.52 | Not recorded | 68fa74501e209131cea60fc7 | | Adv-R (Sr) | 99.33 | Not recorded | 68fa74501e209131cea60fc7 | | Adv-F | 99.33 | Not recorded | 68fa74501e209131cea60fc7 | | Adv-R (Sn) | 98.65 | Not recorded | 68fa74501e209131cea60fc7 | | Adv-R (Sn) | 97.96 | Not recorded | 68fa74501e209131cea60fc7 | | Adv-F | 97.28 | Not recorded | 68fa74501e209131cea60fc7 | | Original | 97 | Not recorded | 68fa74501e209131cea60fc7 | | Retrain | 95.86 | Not recorded | 68fa74501e209131cea60fc7 | ### Original Macro F1-score: 99.76. Result ID: 69e9e93b47f34ce924d178d6. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"MLP","Class Setting":"Balanced"}. This record does not assert independent reproduction. ### Adv-R (Sr) Macro F1-score: 99.71. Result ID: 69e9e93b47f34ce924d178dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MLP","Class Setting":"Imbalanced","Selection Strategy":"Random Sampling"}. This record does not assert independent reproduction. ### Retrain Macro F1-score: 99.52. Result ID: 69e9e93b47f34ce924d178d7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"MLP","Class Setting":"Balanced"}. This record does not assert independent reproduction. ### Adv-R (Sr) Macro F1-score: 99.33. Result ID: 69e9e93b47f34ce924d178d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MLP","Class Setting":"Balanced","Selection Strategy":"Random Sampling"}. This record does not assert independent reproduction. ### Adv-F Macro F1-score: 99.33. Result ID: 69e9e93b47f34ce924d178da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MLP","Class Setting":"Balanced"}. This record does not assert independent reproduction. ### Adv-R (Sn) Macro F1-score: 98.65. Result ID: 69e9e93b47f34ce924d178d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MLP","Class Setting":"Balanced","Selection Strategy":"Nearest Neighbor"}. This record does not assert independent reproduction. ### Adv-R (Sn) Macro F1-score: 97.96. Result ID: 69e9e93b47f34ce924d178de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MLP","Class Setting":"Imbalanced","Selection Strategy":"Nearest Neighbor"}. This record does not assert independent reproduction. ### Adv-F Macro F1-score: 97.28. Result ID: 69e9e93b47f34ce924d178df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MLP","Class Setting":"Imbalanced"}. This record does not assert independent reproduction. ### Original Macro F1-score: 97. Result ID: 69e9e93b47f34ce924d178db. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"MLP","Class Setting":"Imbalanced"}. This record does not assert independent reproduction. ### Retrain Macro F1-score: 95.86. Result ID: 69e9e93b47f34ce924d178dc. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"MLP","Class Setting":"Imbalanced"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.