# Image Classification on Office-Home Real World Open Domain Setting Source: [Image Classification on Office-Home Real World Open Domain Setting]() Collection index: [llms.txt]() Data updated: 2026-06-18T07:02:42.764Z Evaluation of Image Classification performance on the Real World domain subset of the Office-Home dataset under the Open Domain Setting configuration, reporting Accuracy and H-score. 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) | Office-Home Real World Open Domain Setting | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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. - [H-score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MMD | 68.6 | Not recorded | 68fa6ef01e209131cea43096 | | CORAL | 68.47 | Not recorded | 68fa6ef01e209131cea43096 | | DAML | 67.4 | Not recorded | 68fa6ef01e209131cea43096 | | DANN | 65.76 | Not recorded | 68fa6ef01e209131cea43096 | | Mixup | 65.34 | Not recorded | 68fa6ef01e209131cea43096 | | VREx | 64.6 | Not recorded | 68fa6ef01e209131cea43096 | | ERM | 64.44 | Not recorded | 68fa6ef01e209131cea43096 | | MLDG | 64.02 | Not recorded | 68fa6ef01e209131cea43096 | | ANDMask | 61.82 | Not recorded | 68fa6ef01e209131cea43096 | | DIFEX | 60.75 | Not recorded | 68fa6ef01e209131cea43096 | | ARPL | 59.59 | Not recorded | 68fa6ef01e209131cea43096 | | RSC | 59.33 | Not recorded | 68fa6ef01e209131cea43096 | ### MMD Accuracy: 68.6. Result ID: 6a33980cfbc373592c3054c0. [Reporting paper]() Recorded evaluation configuration: {"setting":"Open Domain"}. This record does not assert independent reproduction. ### CORAL Accuracy: 68.47. Result ID: 6a33980cfbc373592c3054bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"Open Domain"}. This record does not assert independent reproduction. ### DAML Accuracy: 67.4. Result ID: 6a33980cfbc373592c3054c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"Open Domain"}. This record does not assert independent reproduction. ### DANN Accuracy: 65.76. Result ID: 6a33980cfbc373592c3054b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"Open Domain"}. This record does not assert independent reproduction. ### Mixup Accuracy: 65.34. Result ID: 6a33980cfbc373592c3054bc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"setting":"Open Domain"}. This record does not assert independent reproduction. ### VREx Accuracy: 64.6. Result ID: 6a33980cfbc373592c3054be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"setting":"Open Domain"}. This record does not assert independent reproduction. ### ERM Accuracy: 64.44. Result ID: 6a33980cfbc373592c3054b6. [Reporting paper]() Recorded evaluation configuration: {"setting":"Open Domain"}. This record does not assert independent reproduction. ### MLDG Accuracy: 64.02. Result ID: 6a33980cfbc373592c3054bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"Open Domain"}. This record does not assert independent reproduction. ### ANDMask Accuracy: 61.82. Result ID: 6a33980cfbc373592c3054b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"Open Domain"}. This record does not assert independent reproduction. ### DIFEX Accuracy: 60.75. Result ID: 6a33980cfbc373592c3054ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"Open Domain"}. This record does not assert independent reproduction. ### ARPL Accuracy: 59.59. Result ID: 6a33980cfbc373592c3054b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"Open Domain"}. This record does not assert independent reproduction. ### RSC Accuracy: 59.33. Result ID: 6a33980cfbc373592c3054bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"Open Domain"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.