# Cross-Domain Class-Incremental Learning on OfficeHome 5 tasks Source: [Cross-Domain Class-Incremental Learning on OfficeHome 5 tasks]() Collection index: [llms.txt]() Data updated: 2026-05-12T09:54:13.471Z Evaluation of Cross-Domain Class-Incremental Learning performance on the OfficeHome dataset configured across 5 distinct domains/tasks. 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 5 tasks | | Metric | Average 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 - [Average Accuracy (SD)](): Higher is better; unit: PERCENT. - [Average Accuracy (UD)](): Higher is better; unit: PERCENT. - [Average Accuracy (HM)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Average Accuracy (SD) | Result date | Report paper | | --- | --- | --- | --- | | DER w/ CORF | 57.92 | Not recorded | 6a02b405dbc836b87d8245f0 | | FOSTER w/ CORF | 56.71 | Not recorded | 6a02b405dbc836b87d8245f0 | | FOSTER | 56.08 | Not recorded | 6a02b405dbc836b87d8245f0 | | MEMO w/ CORF | 56.02 | Not recorded | 6a02b405dbc836b87d8245f0 | | DER | 55.09 | Not recorded | 6a02b405dbc836b87d8245f0 | | iCaRL w/ CORF | 54.39 | Not recorded | 6a02b405dbc836b87d8245f0 | | MEMO | 53.02 | Not recorded | 6a02b405dbc836b87d8245f0 | | Replay w/ CORF | 51.51 | Not recorded | 6a02b405dbc836b87d8245f0 | | TagFex w/ CORF | 50.25 | Not recorded | 6a02b405dbc836b87d8245f0 | | iCaRL | 49.81 | Not recorded | 6a02b405dbc836b87d8245f0 | | TagFex | 49.81 | Not recorded | 6a02b405dbc836b87d8245f0 | | DS-AL w/ CORF | 49.35 | Not recorded | 6a02b405dbc836b87d8245f0 | | Replay | 48.25 | Not recorded | 6a02b405dbc836b87d8245f0 | | DS-AL | 47.92 | Not recorded | 6a02b405dbc836b87d8245f0 | | TRIPS | 36.82 | Not recorded | 6a02b405dbc836b87d8245f0 | | MSL+MOV | 31.13 | Not recorded | 6a02b405dbc836b87d8245f0 | | FineTune w/ CORF | 30.9 | Not recorded | 6a02b405dbc836b87d8245f0 | | FineTune | 29.24 | Not recorded | 6a02b405dbc836b87d8245f0 | ### DER w/ CORF Average Accuracy (SD): 57.92. Result ID: 6a02f8c547f34ce924e63693. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### FOSTER w/ CORF Average Accuracy (SD): 56.71. Result ID: 6a02f8c547f34ce924e63697. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### FOSTER Average Accuracy (SD): 56.08. Result ID: 6a02f8c547f34ce924e63696. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### MEMO w/ CORF Average Accuracy (SD): 56.02. Result ID: 6a02f8c547f34ce924e63695. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### DER Average Accuracy (SD): 55.09. Result ID: 6a02f8c547f34ce924e63692. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### iCaRL w/ CORF Average Accuracy (SD): 54.39. Result ID: 6a02f8c547f34ce924e63691. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### MEMO Average Accuracy (SD): 53.02. Result ID: 6a02f8c547f34ce924e63694. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### Replay w/ CORF Average Accuracy (SD): 51.51. Result ID: 6a02f8c547f34ce924e6368f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### TagFex w/ CORF Average Accuracy (SD): 50.25. Result ID: 6a02f8c547f34ce924e6369b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### iCaRL Average Accuracy (SD): 49.81. Result ID: 6a02f8c547f34ce924e63690. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### TagFex Average Accuracy (SD): 49.81. Result ID: 6a02f8c547f34ce924e6369a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### DS-AL w/ CORF Average Accuracy (SD): 49.35. Result ID: 6a02f8c547f34ce924e63699. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### Replay Average Accuracy (SD): 48.25. Result ID: 6a02f8c547f34ce924e6368e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### DS-AL Average Accuracy (SD): 47.92. Result ID: 6a02f8c547f34ce924e63698. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### TRIPS Average Accuracy (SD): 36.82. Result ID: 6a02f8c547f34ce924e6368b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### MSL+MOV Average Accuracy (SD): 31.13. Result ID: 6a02f8c547f34ce924e6368a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### FineTune w/ CORF Average Accuracy (SD): 30.9. Result ID: 6a02f8c547f34ce924e6368d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### FineTune Average Accuracy (SD): 29.24. Result ID: 6a02f8c547f34ce924e6368c. [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.