# Domain Adaptation on OfficeHome RS-\>UT Source: [Domain Adaptation on OfficeHome RS-\>UT]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:25.231Z Evaluation of Domain Adaptation performance on the OfficeHome dataset, focusing on the specific domain shifts defined by the 'RS-\>UT' configuration (involving shifts between Real-World, Clipart, and Product domains). 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 | Domain Adaptation | | Dataset (including any stated split) | OfficeHome RS-\>UT | | Metric | Accuracy (Rw -\> Pr) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 (Rw -\> Pr)](): Higher is better; unit: PERCENT. - [Accuracy (Rw -\> Cl)](): Higher is better; unit: PERCENT. - [Accuracy (Pr -\> Rw)](): Higher is better; unit: PERCENT. - [Accuracy (Pr -\> Cl)](): Higher is better; unit: PERCENT. - [Accuracy (Cl -\> Rw)](): Higher is better; unit: PERCENT. - [Accuracy (Cl -\> Pr)](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Rw -\> Pr) | Result date | Report paper | | --- | --- | --- | --- | | SENTRY | 76.12 | Not recorded | 68fa6afc1e209131cea2b86e | | MDD+I.A | 76.08 | Not recorded | 68fa6afc1e209131cea2b86e | | InstaPBM | 75.56 | Not recorded | 68fa6afc1e209131cea2b86e | | COAL | 73.65 | Not recorded | 68fa6afc1e209131cea2b86e | | BSP | 72.8 | Not recorded | 68fa6afc1e209131cea2b86e | | DANN | 71.62 | Not recorded | 68fa6afc1e209131cea2b86e | | MDD | 71.21 | Not recorded | 68fa6afc1e209131cea2b86e | | source | 70.74 | Not recorded | 68fa6afc1e209131cea2b86e | | DAN | 69.35 | Not recorded | 68fa6afc1e209131cea2b86e | | F-DANN | 68.56 | Not recorded | 68fa6afc1e209131cea2b86e | | JAN | 67.2 | Not recorded | 68fa6afc1e209131cea2b86e | | MCD | 66.03 | Not recorded | 68fa6afc1e209131cea2b86e | | BBSE | 61.1 | Not recorded | 68fa6afc1e209131cea2b86e | | PADA | 60.77 | Not recorded | 68fa6afc1e209131cea2b86e | ### SENTRY Accuracy (Rw -\> Pr): 76.12. Result ID: 698e4972ffc3901de09c54cb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MDD+I.A Accuracy (Rw -\> Pr): 76.08. Result ID: 698e4972ffc3901de09c54ca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InstaPBM Accuracy (Rw -\> Pr): 75.56. Result ID: 698e4972ffc3901de09c54c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### COAL Accuracy (Rw -\> Pr): 73.65. Result ID: 698e4972ffc3901de09c54c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BSP Accuracy (Rw -\> Pr): 72.8. Result ID: 698e4972ffc3901de09c54bf. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DANN Accuracy (Rw -\> Pr): 71.62. Result ID: 698e4972ffc3901de09c54c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MDD Accuracy (Rw -\> Pr): 71.21. Result ID: 698e4972ffc3901de09c54c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### source Accuracy (Rw -\> Pr): 70.74. Result ID: 698e4972ffc3901de09c54be. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DAN Accuracy (Rw -\> Pr): 69.35. Result ID: 698e4972ffc3901de09c54c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### F-DANN Accuracy (Rw -\> Pr): 68.56. Result ID: 698e4972ffc3901de09c54c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JAN Accuracy (Rw -\> Pr): 67.2. Result ID: 698e4972ffc3901de09c54c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MCD Accuracy (Rw -\> Pr): 66.03. Result ID: 698e4972ffc3901de09c54c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BBSE Accuracy (Rw -\> Pr): 61.1. Result ID: 698e4972ffc3901de09c54c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PADA Accuracy (Rw -\> Pr): 60.77. Result ID: 698e4972ffc3901de09c54c0. [Reporting paper]() [Method origin paper]() [Implementation]() 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.