Cross-domain continual learning on OfficeHome unseen domains
61.6Art Domain AccuracyMSL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MSLTask Protocol=10-tasks2022.03 | 61.6 | 61.4 | 71.7 | 72.7 | |
| MSL + MovTask Protocol=10-tasks2022.03 | 61.2 | 63 | 75.3 | 73.1 | |
| MSL + MovTask Protocol=5-tasks2022.03 | 57.9 | 60.2 | 71.4 | 70.9 | |
| MSLTask Protocol=5-tasks2022.03 | 54.3 | 63.6 | 68 | 67.3 | |
| MixStyle + LUCIRTask Protocol=10-tasks2022.03 | 51.3 | 52.2 | 65.1 | 62 | |
| GeoDLTask Protocol=10-tasks2022.03 | 50.6 | 53 | 67.1 | 63.1 | |
| GeoDLTask Protocol=5-tasks2022.03 | 50.5 | 52.4 | 67.4 | 64.2 | |
| LwFTask Protocol=5-tasks2022.03 | 49.9 | 51.3 | 67.5 | 63.1 | |
| ERMTask Protocol=5-tasks2022.03 | 49.7 | 51.6 | 64.9 | 61.9 | |
| LUCIRTask Protocol=5-tasks2022.03 | 49.7 | 51.6 | 67.5 | 64.9 | |
| LwFTask Protocol=10-tasks2022.03 | 49.4 | 53.8 | 65.2 | 63.2 | |
| LUCIRTask Protocol=10-tasks2022.03 | 49.3 | 53.6 | 65.7 | 62.3 | |
| MixStyle + LUCIRTask Protocol=5-tasks2022.03 | 49.3 | 49.5 | 65.5 | 63.4 | |
| MixStyleTask Protocol=5-tasks2022.03 | 48.9 | 56.9 | 57.7 | 59.8 | |
| ERMTask Protocol=10-tasks2022.03 | 48.8 | 52.3 | 64.7 | 62.4 | |
| MixStyleTask Protocol=10-tasks2022.03 | 47.3 | 54.9 | 56.3 | 56 | |
| ARMTask Protocol=5-tasks2022.03 | 43.6 | 56.3 | 54.5 | 55.4 | |
| ARMTask Protocol=10-tasks2022.03 | 39.8 | 55 | 54.3 | 51.7 |