# Cross-Domain Class-Incremental Learning on PACS 3 tasks Source: [Cross-Domain Class-Incremental Learning on PACS 3 tasks]() Collection index: [llms.txt]() Data updated: 2026-05-12T09:54:13.501Z Evaluation of Cross-Domain Class-Incremental Learning performance on the PACS dataset configured across 3 tasks/domains, reporting Source-Domain (SD), Unseen-Domain (UD), and Hybrid-Mean (HM) accuracies. 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) | PACS 3 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 | | --- | --- | --- | --- | | FOSTER w/ CORF | 76.21 | Not recorded | 6a02b405dbc836b87d8245f0 | | FOSTER | 72.3 | Not recorded | 6a02b405dbc836b87d8245f0 | | iCaRL w/ CORF | 71.77 | Not recorded | 6a02b405dbc836b87d8245f0 | | DER w/ CORF | 71.37 | Not recorded | 6a02b405dbc836b87d8245f0 | | MEMO w/ CORF | 69.99 | Not recorded | 6a02b405dbc836b87d8245f0 | | Replay w/ CORF | 68.9 | Not recorded | 6a02b405dbc836b87d8245f0 | | DER | 68.65 | Not recorded | 6a02b405dbc836b87d8245f0 | | iCaRL | 68.14 | Not recorded | 6a02b405dbc836b87d8245f0 | | MEMO | 64.65 | Not recorded | 6a02b405dbc836b87d8245f0 | | Replay | 64.21 | Not recorded | 6a02b405dbc836b87d8245f0 | | TagFex w/ CORF | 61.15 | Not recorded | 6a02b405dbc836b87d8245f0 | | DS-AL w/ CORF | 60.25 | Not recorded | 6a02b405dbc836b87d8245f0 | | DS-AL | 57.24 | Not recorded | 6a02b405dbc836b87d8245f0 | | TagFex | 56.83 | Not recorded | 6a02b405dbc836b87d8245f0 | | FineTune w/ CORF | 52.95 | Not recorded | 6a02b405dbc836b87d8245f0 | | FineTune | 52.26 | Not recorded | 6a02b405dbc836b87d8245f0 | | TRIPS | 49.47 | Not recorded | 6a02b405dbc836b87d8245f0 | | MSL+MOV | 45.89 | Not recorded | 6a02b405dbc836b87d8245f0 | ### FOSTER w/ CORF Accuracy (SD): 76.21. Result ID: 6a02f8c547f34ce924e636bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### FOSTER Accuracy (SD): 72.3. Result ID: 6a02f8c547f34ce924e636ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### iCaRL w/ CORF Accuracy (SD): 71.77. Result ID: 6a02f8c547f34ce924e636b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### DER w/ CORF Accuracy (SD): 71.37. Result ID: 6a02f8c547f34ce924e636b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### MEMO w/ CORF Accuracy (SD): 69.99. Result ID: 6a02f8c547f34ce924e636b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### Replay w/ CORF Accuracy (SD): 68.9. Result ID: 6a02f8c547f34ce924e636b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### DER Accuracy (SD): 68.65. Result ID: 6a02f8c547f34ce924e636b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### iCaRL Accuracy (SD): 68.14. Result ID: 6a02f8c547f34ce924e636b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### MEMO Accuracy (SD): 64.65. Result ID: 6a02f8c547f34ce924e636b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### Replay Accuracy (SD): 64.21. Result ID: 6a02f8c547f34ce924e636b2. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### TagFex w/ CORF Accuracy (SD): 61.15. Result ID: 6a02f8c547f34ce924e636bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### DS-AL w/ CORF Accuracy (SD): 60.25. Result ID: 6a02f8c547f34ce924e636bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### DS-AL Accuracy (SD): 57.24. Result ID: 6a02f8c547f34ce924e636bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### TagFex Accuracy (SD): 56.83. Result ID: 6a02f8c547f34ce924e636be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### FineTune w/ CORF Accuracy (SD): 52.95. Result ID: 6a02f8c547f34ce924e636b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### FineTune Accuracy (SD): 52.26. Result ID: 6a02f8c547f34ce924e636b0. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### TRIPS Accuracy (SD): 49.47. Result ID: 6a02f8c547f34ce924e636af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### MSL+MOV Accuracy (SD): 45.89. Result ID: 6a02f8c547f34ce924e636ae. [Reporting paper]() [Method origin 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.