# Source-Free Domain Adaptation on Office-Home (OH) Source: [Source-Free Domain Adaptation on Office-Home (OH)]() Collection index: [llms.txt]() Data updated: 2026-03-20T10:00:55.033Z Evaluation of standard Source-Free Domain Adaptation performance on the Office-Home dataset, reporting key accuracy metrics. 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 | Source-Free Domain Adaptation | | Dataset (including any stated split) | Office-Home (OH) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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. - [Average Accuracy](): Higher is better; unit: PERCENT. - [Accuracy Difference vs ResNet](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SHOT | 81.2 | Not recorded | 68fa7b471e209131cea877cc | | AaD | 80.5 | Not recorded | 68fa7b471e209131cea877cc | | NRC | 80 | Not recorded | 68fa7b471e209131cea877cc | | ISFDA | 79.8 | Not recorded | 68fa7b471e209131cea877cc | | ICPR | 77.6 | Not recorded | 68fa7b471e209131cea877cc | | SHOT | 75.1 | Not recorded | 68fa7b471e209131cea877cc | | NRC | 74.2 | Not recorded | 68fa7b471e209131cea877cc | | ISFDA | 74.2 | Not recorded | 68fa7b471e209131cea877cc | | ProCal | 73.8 | Not recorded | 69bcd4a00636e5bf4afc2aec | | ICPR | 73.2 | Not recorded | 68fa7b471e209131cea877cc | | AaD | 72.7 | Not recorded | 69bcd4a00636e5bf4afc2aec | | AaD | 71.8 | Not recorded | 68fa7b471e209131cea877cc | | SHOT | 71.8 | Not recorded | 69bcd4a00636e5bf4afc2aec | | SHOT | 64.7 | Not recorded | 68fa7b471e209131cea877cc | | ISFDA | 64.1 | Not recorded | 68fa7b471e209131cea877cc | | AaD | 63.7 | Not recorded | 68fa7b471e209131cea877cc | | NRC | 61.9 | Not recorded | 68fa7b471e209131cea877cc | | ICPR | 61.8 | Not recorded | 68fa7b471e209131cea877cc | ### SHOT Accuracy: 81.2. Result ID: 69b7bd9547f34ce9249f5716. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B (DINOv2)"}. This record does not assert independent reproduction. ### AaD Accuracy: 80.5. Result ID: 69b7bd9547f34ce9249f5718. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B (DINOv2)"}. This record does not assert independent reproduction. ### NRC Accuracy: 80. Result ID: 69b7bd9547f34ce9249f5717. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B (DINOv2)"}. This record does not assert independent reproduction. ### ISFDA Accuracy: 79.8. Result ID: 69b7bd9547f34ce9249f5719. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B (DINOv2)"}. This record does not assert independent reproduction. ### ICPR Accuracy: 77.6. Result ID: 69b7bd9547f34ce9249f571a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B (DINOv2)"}. This record does not assert independent reproduction. ### SHOT Accuracy: 75.1. Result ID: 69b7bd9547f34ce9249f5711. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-S (DINOv2)"}. This record does not assert independent reproduction. ### NRC Accuracy: 74.2. Result ID: 69b7bd9547f34ce9249f5712. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-S (DINOv2)"}. This record does not assert independent reproduction. ### ISFDA Accuracy: 74.2. Result ID: 69b7bd9547f34ce9249f5714. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-S (DINOv2)"}. This record does not assert independent reproduction. ### ProCal Accuracy: 73.8. Result ID: 69bd1abe47f34ce924a7b8ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"soft","Neighborhood":"true","Calibration":"true"}. This record does not assert independent reproduction. ### ICPR Accuracy: 73.2. Result ID: 69b7bd9547f34ce9249f5715. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-S (DINOv2)"}. This record does not assert independent reproduction. ### AaD Accuracy: 72.7. Result ID: 69bd1abe47f34ce924a7b8aa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"soft","Neighborhood":"true","Calibration":"false"}. This record does not assert independent reproduction. ### AaD Accuracy: 71.8. Result ID: 69b7bd9547f34ce9249f5713. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-S (DINOv2)"}. This record does not assert independent reproduction. ### SHOT Accuracy: 71.8. Result ID: 69bd1abe47f34ce924a7b8a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"hard","Neighborhood":"false","Calibration":"false"}. This record does not assert independent reproduction. ### SHOT Accuracy: 64.7. Result ID: 69b7bd9547f34ce9249f570c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ISFDA Accuracy: 64.1. Result ID: 69b7bd9547f34ce9249f570f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### AaD Accuracy: 63.7. Result ID: 69b7bd9547f34ce9249f570e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### NRC Accuracy: 61.9. Result ID: 69b7bd9547f34ce9249f570d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ICPR Accuracy: 61.8. Result ID: 69b7bd9547f34ce9249f5710. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.