# Digit Recognition on Digits SVHN, MNIST, USPS (test) Source: [Digit Recognition on Digits SVHN, MNIST, USPS (test)]() Collection index: [llms.txt]() Data updated: 2026-04-07T07:11:16.944Z Evaluation of Digit Recognition performance across multiple domain adaptation scenarios involving the SVHN, MNIST, and USPS datasets, specifically reporting results for the 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 | Digit Recognition | | Dataset (including any stated split) | Digits SVHN, MNIST, USPS (test) | | Metric | Average Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 29 of 29 | | 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 - [Average Accuracy](): Higher is better; unit: PERCENT. - [Accuracy (S-\>M)](): Higher is better; unit: PERCENT. - [Accuracy (U-\>M)](): Higher is better; unit: PERCENT. - [Accuracy (M-\>U)](): Higher is better; unit: PERCENT. - [Accuracy (MNIST)](): Higher is better; unit: PERCENT. - [Accuracy (MNIST-M)](): Higher is better; unit: PERCENT. - [Accuracy (USPS)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Average Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Target-supervised | 98.8 | Not recorded | 68fa6a0e1e209131cea25d69 | | SHOT++ | 98.4 | Not recorded | 68fa6b641e209131cea2e038 | | Target-supervised | 98.4 | Not recorded | 68fa6b641e209131cea2e038 | | SHOT | 98.3 | Not recorded | 68fa6a0e1e209131cea25d69 | | SHOT-IM | 98.2 | Not recorded | 68fa6a0e1e209131cea25d69 | | SHOT-IM++ | 98.2 | Not recorded | 68fa6b641e209131cea2e038 | | STAR | 98.1 | Not recorded | 68fa6b641e209131cea2e038 | | SHOT | 98.1 | Not recorded | 68fa6b641e209131cea2e038 | | SWD | 98 | Not recorded | 68fa6a0e1e209131cea25d69 | | SWD | 98 | Not recorded | 68fa6b641e209131cea2e038 | | SHOT-IM | 97.9 | Not recorded | 68fa6b641e209131cea2e038 | | rRevGrad+CAT | 96.3 | Not recorded | 68fa6a0e1e209131cea25d69 | | rRevGrad+CAT | 96.3 | Not recorded | 68fa6b641e209131cea2e038 | | CDAN+E | 94.3 | Not recorded | 68fa6a0e1e209131cea25d69 | | CDAN | 94.3 | Not recorded | 68fa6b641e209131cea2e038 | | CyCADA | 94.2 | Not recorded | 68fa6a0e1e209131cea25d69 | | CyCADA | 94.2 | Not recorded | 68fa6b641e209131cea2e038 | | ADR | 93.8 | Not recorded | 68fa6a0e1e209131cea25d69 | | ADR | 93.8 | Not recorded | 68fa6b641e209131cea2e038 | | Source-model-only++ | 91 | Not recorded | 68fa6b641e209131cea2e038 | | ADDA | 85.2 | Not recorded | 68fa6a0e1e209131cea25d69 | | ADDA | 85.2 | Not recorded | 68fa6b641e209131cea2e038 | | Source model only | 79.3 | Not recorded | 68fa6a0e1e209131cea25d69 | | Source-model-only | 79.2 | Not recorded | 68fa6b641e209131cea2e038 | | Source only | 73 | Not recorded | 68fa6a0e1e209131cea25d69 | | Source only | 73 | Not recorded | 68fa6b641e209131cea2e038 | | Source | 44.2 | Not recorded | 68fa78801e209131cea78b7c | | TM-NORM | 37.9 | Not recorded | 68fa78801e209131cea78b7c | | TM-ENT | 36.85 | Not recorded | 68fa78801e209131cea78b7c | ### Target-supervised Average Accuracy: 98.8. Result ID: 698e0731ffc3901de09a3e03. [Reporting paper]() Recorded evaluation configuration: {"oracle":true}. This record does not assert independent reproduction. ### SHOT++ Average Accuracy: 98.4. Result ID: 698e86afffc3901de09e58f7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"strategy":"labeling transfer"}. This record does not assert independent reproduction. ### Target-supervised Average Accuracy: 98.4. Result ID: 698e86afffc3901de09e58f8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SHOT Average Accuracy: 98.3. Result ID: 698e0731ffc3901de09a3e02. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"full","beta":0.3}. This record does not assert independent reproduction. ### SHOT-IM Average Accuracy: 98.2. Result ID: 698e0731ffc3901de09a3e01. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"beta":0}. This record does not assert independent reproduction. ### SHOT-IM++ Average Accuracy: 98.2. Result ID: 698e86afffc3901de09e58f6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"strategy":"labeling transfer","self-supervised losses":"ignored"}. This record does not assert independent reproduction. ### STAR Average Accuracy: 98.1. Result ID: 698e86afffc3901de09e58f1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SHOT Average Accuracy: 98.1. Result ID: 698e86afffc3901de09e58f4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SWD Average Accuracy: 98. Result ID: 698e0731ffc3901de09a3dff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SWD Average Accuracy: 98. Result ID: 698e86afffc3901de09e58f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SHOT-IM Average Accuracy: 97.9. Result ID: 698e86afffc3901de09e58f3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"self-supervised losses":"ignored"}. This record does not assert independent reproduction. ### rRevGrad+CAT Average Accuracy: 96.3. Result ID: 698e0731ffc3901de09a3dfe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### rRevGrad+CAT Average Accuracy: 96.3. Result ID: 698e86afffc3901de09e58ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CDAN+E Average Accuracy: 94.3. Result ID: 698e0731ffc3901de09a3dfc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CDAN Average Accuracy: 94.3. Result ID: 698e86afffc3901de09e58ee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CyCADA Average Accuracy: 94.2. Result ID: 698e0731ffc3901de09a3dfd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CyCADA Average Accuracy: 94.2. Result ID: 698e86afffc3901de09e58ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ADR Average Accuracy: 93.8. Result ID: 698e0731ffc3901de09a3dfb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ADR Average Accuracy: 93.8. Result ID: 698e86afffc3901de09e58ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Source-model-only++ Average Accuracy: 91. Result ID: 698e86afffc3901de09e58f5. [Reporting paper]() Recorded evaluation configuration: {"strategy":"labeling transfer"}. This record does not assert independent reproduction. ### ADDA Average Accuracy: 85.2. Result ID: 698e0731ffc3901de09a3dfa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ADDA Average Accuracy: 85.2. Result ID: 698e86afffc3901de09e58eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Source model only Average Accuracy: 79.3. Result ID: 698e0731ffc3901de09a3e00. [Reporting paper]() Recorded evaluation configuration: {"adaptation":"none"}. This record does not assert independent reproduction. ### Source-model-only Average Accuracy: 79.2. Result ID: 698e86afffc3901de09e58f2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Source only Average Accuracy: 73. Result ID: 698e0731ffc3901de09a3df9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Source only Average Accuracy: 73. Result ID: 698e86afffc3901de09e58ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Source Average Accuracy: 44.2. Result ID: 69d4adf747f34ce924bc01b8. [Reporting paper]() Recorded evaluation configuration: {"Source Dataset":"SVHN"}. This record does not assert independent reproduction. ### TM-NORM Average Accuracy: 37.9. Result ID: 69d4adf747f34ce924bc01b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Dataset":"SVHN"}. This record does not assert independent reproduction. ### TM-ENT Average Accuracy: 36.85. Result ID: 69d4adf747f34ce924bc01ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Dataset":"SVHN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.