# Unsupervised Domain Adaptation on MNIST, USPS, and SVHN (test) Source: [Unsupervised Domain Adaptation on MNIST, USPS, and SVHN (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:19.244Z Evaluation of Unsupervised Domain Adaptation performance across multiple domain pairs involving MNIST, USPS, and SVHN datasets on their respective test splits. 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 | Unsupervised Domain Adaptation | | Dataset (including any stated split) | MNIST, USPS, and SVHN (test) | | Metric | Accuracy (MNIST -\> USPS) | | 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 - [Accuracy (MNIST -\> USPS)](): Higher is better; unit: PERCENT. - [Accuracy (USPS -\> MNIST)](): Higher is better; unit: PERCENT. - [Accuracy (SVHN -\> MNIST)](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (MNIST -\> USPS) | Result date | Report paper | | --- | --- | --- | --- | | SBADA | 97.6 | Not recorded | 68fa671f1e209131cea146da | | Ours | 97.1 | Not recorded | 68fa671f1e209131cea146da | | CYCADA | 95.6 | Not recorded | 68fa671f1e209131cea146da | | CDAN | 95.6 | Not recorded | 68fa671f1e209131cea146da | | Ours | 95.6 | Not recorded | 68fa671f1e209131cea146da | | PFA | 95 | Not recorded | 68fa671f1e209131cea146da | | MCD | 93.8 | Not recorded | 68fa671f1e209131cea146da | | MSTN | 92.9 | Not recorded | 68fa671f1e209131cea146da | | COGAN | 91.2 | Not recorded | 68fa671f1e209131cea146da | | ADDN | 90.1 | Not recorded | 68fa671f1e209131cea146da | ### SBADA Accuracy (MNIST -\> USPS): 97.6. Result ID: 698d19998b517eb4331f073a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ours Accuracy (MNIST -\> USPS): 97.1. Result ID: 698d19998b517eb4331f0741. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"stylized\_source":true,"stylization\_method":"CycleGAN"}. This record does not assert independent reproduction. ### CYCADA Accuracy (MNIST -\> USPS): 95.6. Result ID: 698d19998b517eb4331f073b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CDAN Accuracy (MNIST -\> USPS): 95.6. Result ID: 698d19998b517eb4331f073c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ours Accuracy (MNIST -\> USPS): 95.6. Result ID: 698d19998b517eb4331f0740. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"stylized\_source":false}. This record does not assert independent reproduction. ### PFA Accuracy (MNIST -\> USPS): 95. Result ID: 698d19998b517eb4331f073d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MCD Accuracy (MNIST -\> USPS): 93.8. Result ID: 698d19998b517eb4331f073f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MSTN Accuracy (MNIST -\> USPS): 92.9. Result ID: 698d19998b517eb4331f073e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### COGAN Accuracy (MNIST -\> USPS): 91.2. Result ID: 698d19998b517eb4331f0739. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ADDN Accuracy (MNIST -\> USPS): 90.1. Result ID: 698d19998b517eb4331f0738. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.