# Cross-Domain Class-Incremental Learning on OfficeHome 13 tasks Source: [Cross-Domain Class-Incremental Learning on OfficeHome 13 tasks]() Collection index: [llms.txt]() Data updated: 2026-05-12T09:54:13.436Z Evaluation of Cross-Domain Class-Incremental Learning performance on the 13-task configuration of the OfficeHome dataset, reporting average accuracy metrics across different domain splits (Source-Domain, Unseen-Domain, Hybrid-Mean). 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 | Cross-Domain Class-Incremental Learning | | Dataset (including any stated split) | OfficeHome 13 tasks | | Metric | Accuracy (SD) | | 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 (SD)](): Higher is better; unit: PERCENT. - [Accuracy (UD)](): Higher is better; unit: PERCENT. - [Accuracy (HM)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (SD) | Result date | Report paper | | --- | --- | --- | --- | | DER w/ CORF | 60.01 | Not recorded | 6a02b405dbc836b87d8245f0 | | DER | 57.39 | Not recorded | 6a02b405dbc836b87d8245f0 | | MEMO w/ CORF | 55.15 | Not recorded | 6a02b405dbc836b87d8245f0 | | MEMO | 53.33 | Not recorded | 6a02b405dbc836b87d8245f0 | | FOSTER w/ CORF | 53.09 | Not recorded | 6a02b405dbc836b87d8245f0 | | FOSTER | 53.05 | Not recorded | 6a02b405dbc836b87d8245f0 | | iCaRL w/ CORF | 50.77 | Not recorded | 6a02b405dbc836b87d8245f0 | | Replay w/ CORF | 50.1 | Not recorded | 6a02b405dbc836b87d8245f0 | | iCaRL | 49.41 | Not recorded | 6a02b405dbc836b87d8245f0 | | Replay | 48.3 | Not recorded | 6a02b405dbc836b87d8245f0 | | TagFex w/ CORF | 45.98 | Not recorded | 6a02b405dbc836b87d8245f0 | | DS-AL w/ CORF | 44.62 | Not recorded | 6a02b405dbc836b87d8245f0 | | DS-AL | 44.26 | Not recorded | 6a02b405dbc836b87d8245f0 | | TagFex | 43.62 | Not recorded | 6a02b405dbc836b87d8245f0 | | TRIPS | 31.56 | Not recorded | 6a02b405dbc836b87d8245f0 | | MSL+MOV | 29.13 | Not recorded | 6a02b405dbc836b87d8245f0 | | FineTune w/ CORF | 19.15 | Not recorded | 6a02b405dbc836b87d8245f0 | | FineTune | 17.2 | Not recorded | 6a02b405dbc836b87d8245f0 | ### DER w/ CORF Accuracy (SD): 60.01. Result ID: 6a02f8c547f34ce924e63681. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### DER Accuracy (SD): 57.39. Result ID: 6a02f8c547f34ce924e63680. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### MEMO w/ CORF Accuracy (SD): 55.15. Result ID: 6a02f8c547f34ce924e63683. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### MEMO Accuracy (SD): 53.33. Result ID: 6a02f8c547f34ce924e63682. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### FOSTER w/ CORF Accuracy (SD): 53.09. Result ID: 6a02f8c547f34ce924e63685. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### FOSTER Accuracy (SD): 53.05. Result ID: 6a02f8c547f34ce924e63684. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### iCaRL w/ CORF Accuracy (SD): 50.77. Result ID: 6a02f8c547f34ce924e6367f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### Replay w/ CORF Accuracy (SD): 50.1. Result ID: 6a02f8c547f34ce924e6367d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### iCaRL Accuracy (SD): 49.41. Result ID: 6a02f8c547f34ce924e6367e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### Replay Accuracy (SD): 48.3. Result ID: 6a02f8c547f34ce924e6367c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### TagFex w/ CORF Accuracy (SD): 45.98. Result ID: 6a02f8c547f34ce924e63689. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### DS-AL w/ CORF Accuracy (SD): 44.62. Result ID: 6a02f8c547f34ce924e63687. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### DS-AL Accuracy (SD): 44.26. Result ID: 6a02f8c547f34ce924e63686. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### TagFex Accuracy (SD): 43.62. Result ID: 6a02f8c547f34ce924e63688. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### TRIPS Accuracy (SD): 31.56. Result ID: 6a02f8c547f34ce924e63679. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### MSL+MOV Accuracy (SD): 29.13. Result ID: 6a02f8c547f34ce924e63678. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### FineTune w/ CORF Accuracy (SD): 19.15. Result ID: 6a02f8c547f34ce924e6367b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### FineTune Accuracy (SD): 17.2. Result ID: 6a02f8c547f34ce924e6367a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.