# Unsupervised Domain Adaptation on MNIST to SVHN (test) Source: [Unsupervised Domain Adaptation on MNIST to SVHN (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:22.469Z Evaluation of Unsupervised Domain Adaptation performance when transferring knowledge from the MNIST source domain to the SVHN target domain, using the test split, typically measured by classification accuracy. 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 to SVHN (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 | | --- | --- | --- | --- | | Target Only | 96.7 | Not recorded | 68fa63d61e209131cea011ad | | SBADA-GAN | 61.1 | Not recorded | 68fa63d61e209131cea011ad | | SBADA-GAN | 59.2 | Not recorded | 68fa63d61e209131cea011ad | | Asymmetric Tri-training | 52.8 | Not recorded | 68fa63541e209131ce9fe3d3 | | ATT | 52.8 | Not recorded | 68fa63d61e209131cea011ad | | SBADA-GAN | 50.9 | Not recorded | 68fa63d61e209131cea011ad | | Asymmetric Tri-training | 49.7 | Not recorded | 68fa63541e209131ce9fe3d3 | | Self-Ensembling | 42 | Not recorded | 68fa63d61e209131cea011ad | | KNN-Ad | 40.3 | Not recorded | 68fa63541e209131ce9fe3d3 | | TRUDA | 40.3 | Not recorded | 68fa63d61e209131cea011ad | | DRCN | 40.1 | Not recorded | 68fa63541e209131ce9fe3d3 | | DRCN | 40.1 | Not recorded | 68fa63d61e209131cea011ad | | Asymmetric Tri-training | 39.8 | Not recorded | 68fa63541e209131ce9fe3d3 | | Source Only w/o BN | 37.2 | Not recorded | 68fa63541e209131ce9fe3d3 | | GenToAdapt | 36.4 | Not recorded | 68fa63d61e209131cea011ad | | DANN | 35.7 | Not recorded | 68fa63541e209131ce9fe3d3 | | DANN | 35.7 | Not recorded | 68fa63d61e209131cea011ad | | Source Only with BN | 34.9 | Not recorded | 68fa63541e209131ce9fe3d3 | | Source Only | 26 | Not recorded | 68fa63d61e209131cea011ad | ### Target Only Accuracy: 96.7. Result ID: 698c79df37894ef7d9cea974. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SBADA-GAN Accuracy: 61.1. Result ID: 698c79df37894ef7d9cea977. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier training space":"Weighted combination"}. This record does not assert independent reproduction. ### SBADA-GAN Accuracy: 59.2. Result ID: 698c79df37894ef7d9cea975. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier training space":"Target domain (Ct)"}. This record does not assert independent reproduction. ### Asymmetric Tri-training Accuracy: 52.8. Result ID: 698bf1eeecace47ef55a88b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ATT Accuracy: 52.8. Result ID: 698c79df37894ef7d9cea973. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SBADA-GAN Accuracy: 50.9. Result ID: 698c79df37894ef7d9cea976. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier training space":"Source domain (Cs)"}. This record does not assert independent reproduction. ### Asymmetric Tri-training Accuracy: 49.7. Result ID: 698bf1eeecace47ef55a88b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Weight constraint":"lambda = 0"}. This record does not assert independent reproduction. ### Self-Ensembling Accuracy: 42. Result ID: 698c79df37894ef7d9cea979. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KNN-Ad Accuracy: 40.3. Result ID: 698bf1eeecace47ef55a88b4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TRUDA Accuracy: 40.3. Result ID: 698c79df37894ef7d9cea972. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DRCN Accuracy: 40.1. Result ID: 698bf1eeecace47ef55a88b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DRCN Accuracy: 40.1. Result ID: 698c79df37894ef7d9cea971. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Asymmetric Tri-training Accuracy: 39.8. Result ID: 698bf1eeecace47ef55a88b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Batch Normalization":false}. This record does not assert independent reproduction. ### Source Only w/o BN Accuracy: 37.2. Result ID: 698bf1eeecace47ef55a88b0. [Reporting paper]() Recorded evaluation configuration: {"Batch Normalization":false}. This record does not assert independent reproduction. ### GenToAdapt Accuracy: 36.4. Result ID: 698c79df37894ef7d9cea978. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DANN Accuracy: 35.7. Result ID: 698bf1eeecace47ef55a88b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DANN Accuracy: 35.7. Result ID: 698c79df37894ef7d9cea970. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Source Only with BN Accuracy: 34.9. Result ID: 698bf1eeecace47ef55a88b1. [Reporting paper]() Recorded evaluation configuration: {"Batch Normalization":true}. This record does not assert independent reproduction. ### Source Only Accuracy: 26. Result ID: 698c79df37894ef7d9cea96f. [Reporting 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.