# Image Classification on SVHN standard (test) Source: [Image Classification on SVHN standard (test)]() Collection index: [llms.txt]() Data updated: 2026-05-11T09:13:31.013Z Evaluation of standard Image Classification accuracy on the test split of the SVHN 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) | SVHN standard (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 | | --- | --- | --- | --- | | Ours | 94.5 | Not recorded | 6a01626adbc836b87d822fab | | Ours | 94.48 | Not recorded | 6a01626adbc836b87d822fab | | Trans-PRODEN | 93.02 | Not recorded | 6a01626adbc836b87d822fab | | Trans-PRODEN | 92.56 | Not recorded | 6a01626adbc836b87d822fab | | Trans-MCL (EXP) | 92.26 | Not recorded | 6a01626adbc836b87d822fab | | Trans-MCL (EXP) | 92.07 | Not recorded | 6a01626adbc836b87d822fab | | Trans-PRODEN | 91.16 | Not recorded | 6a01626adbc836b87d822fab | | Trans-MCL (EXP) | 90.23 | Not recorded | 6a01626adbc836b87d822fab | | Ours | 89.97 | Not recorded | 6a01626adbc836b87d822fab | | Trans-PLL-Avg | 80.62 | Not recorded | 6a01626adbc836b87d822fab | | Trans-PLL-Avg | 80.58 | Not recorded | 6a01626adbc836b87d822fab | | Trans-MCL (MAE) | 78.83 | Not recorded | 6a01626adbc836b87d822fab | | Trans-PLL-Avg | 78.82 | Not recorded | 6a01626adbc836b87d822fab | | Trans-MCL (MAE) | 73.3 | Not recorded | 6a01626adbc836b87d822fab | | Trans-MCL (MAE) | 66.67 | Not recorded | 6a01626adbc836b87d822fab | ### Ours Accuracy: 94.5. Result ID: 6a019da147f34ce924e3b8ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"P(s=1)":"0.3","Base loss":"MAE","Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### Ours Accuracy: 94.48. Result ID: 6a019da147f34ce924e3b8f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"P(s=1)":"0.7","Base loss":"MAE","Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### Trans-PRODEN Accuracy: 93.02. Result ID: 6a019da147f34ce924e3b8fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"P(s=1)":"0.7","Base loss":"CCE","Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### Trans-PRODEN Accuracy: 92.56. Result ID: 6a019da147f34ce924e3b8f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"P(s=1)":"0.3","Base loss":"CCE","Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### Trans-MCL (EXP) Accuracy: 92.26. Result ID: 6a019da147f34ce924e3b8ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"P(s=1)":"0.3","Base loss":"EXP","Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### Trans-MCL (EXP) Accuracy: 92.07. Result ID: 6a019da147f34ce924e3b8f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"P(s=1)":"0.7","Base loss":"EXP","Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### Trans-PRODEN Accuracy: 91.16. Result ID: 6a019da147f34ce924e3b8f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"P(s=1)":"0.5","Base loss":"CCE","Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### Trans-MCL (EXP) Accuracy: 90.23. Result ID: 6a019da147f34ce924e3b8f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"P(s=1)":"0.5","Base loss":"EXP","Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### Ours Accuracy: 89.97. Result ID: 6a019da147f34ce924e3b8f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"P(s=1)":"0.5","Base loss":"MAE","Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### Trans-PLL-Avg Accuracy: 80.62. Result ID: 6a019da147f34ce924e3b8ef. [Reporting paper]() Recorded evaluation configuration: {"P(s=1)":"0.3","Base loss":"MAE","Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### Trans-PLL-Avg Accuracy: 80.58. Result ID: 6a019da147f34ce924e3b8f4. [Reporting paper]() Recorded evaluation configuration: {"P(s=1)":"0.5","Base loss":"MAE","Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### Trans-MCL (MAE) Accuracy: 78.83. Result ID: 6a019da147f34ce924e3b8ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"P(s=1)":"0.3","Base loss":"MAE","Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### Trans-PLL-Avg Accuracy: 78.82. Result ID: 6a019da147f34ce924e3b8f9. [Reporting paper]() Recorded evaluation configuration: {"P(s=1)":"0.7","Base loss":"MAE","Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### Trans-MCL (MAE) Accuracy: 73.3. Result ID: 6a019da147f34ce924e3b8f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"P(s=1)":"0.5","Base loss":"MAE","Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### Trans-MCL (MAE) Accuracy: 66.67. Result ID: 6a019da147f34ce924e3b8f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"P(s=1)":"0.7","Base loss":"MAE","Backbone":"ResNet-34"}. This record does not assert independent reproduction. 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