# Object Detection on MNIST-Hard (test) Source: [Object Detection on MNIST-Hard (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:48:39.951Z Evaluation of Object Detection performance (Localization and Classification) on the test split of the MNIST-Hard dataset variant. 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 | Object Detection | | Dataset (including any stated split) | MNIST-Hard (test) | | Metric | Localization Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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 - [Localization Accuracy](): Higher is better; unit: PERCENT. - [Classification Accuracy](): Higher is better; unit: PERCENT. - [Combined Accuracy (Loc & Classif)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Localization Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TUSK | 99.9 | Not recorded | 68fa6e591e209131cea3f3d7 | | CNN | 99.6 | Not recorded | 68fa6e591e209131cea3f3d7 | | MIST | 97.8 | Not recorded | 68fa6e591e209131cea3f3d7 | | Xie et al. | 72.7 | Not recorded | 68fa6e591e209131cea3f3d7 | | Ch.-wise | 25.4 | Not recorded | 68fa6e591e209131cea3f3d7 | ### TUSK Localization Accuracy: 99.9. Result ID: 69902b533a6c314849fe9cff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision level":"Unsupervised"}. This record does not assert independent reproduction. ### CNN Localization Accuracy: 99.6. Result ID: 69902b533a6c314849fe9d03. [Reporting paper]() Recorded evaluation configuration: {"Supervision level":"Fully Supervised"}. This record does not assert independent reproduction. ### MIST Localization Accuracy: 97.8. Result ID: 69902b533a6c314849fe9d00. [Reporting paper]() Recorded evaluation configuration: {"Supervision level":"Weakly Supervised"}. This record does not assert independent reproduction. ### Xie et al. Localization Accuracy: 72.7. Result ID: 69902b533a6c314849fe9d01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision level":"Weakly Supervised"}. This record does not assert independent reproduction. ### Ch.-wise Localization Accuracy: 25.4. Result ID: 69902b533a6c314849fe9d02. [Reporting paper]() Recorded evaluation configuration: {"Supervision level":"Weakly Supervised"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.