Continual Learning on DomainNet
73.78AAUCMA (Manual Annotation)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MA (Manual Annotation)Continual Learning Strategy=MISA2024.03 | 73.78 | 68.74 | |
| MACL strategy=C-Prompt, Annotation type=manually annotated2024.03 | 61.59 | 50.83 | |
| GenOL (HIRPG + CONAN)Continual Learning Strategy=MISA2024.03 | 53.48 | 46.17 | |
| CHB + CONANContinual Learning Strategy=MISA2024.03 | 52.42 | 46.62 | |
| SC + CONANContinual Learning Strategy=MISA2024.03 | 52.23 | 44.28 | |
| HIRPGContinual Learning Strategy=MISA2024.03 | 51.7 | 44.6 | |
| SCContinual Learning Strategy=MISA2024.03 | 46.49 | 38.42 | |
| CCG + CONANContinual Learning Strategy=MISA2024.03 | 45.17 | 38.72 | |
| CHB + CONANCL strategy=C-Prompt, Annotation type=name-only2024.03 | 42.35 | 28.02 | |
| LE + CONANCL strategy=C-Prompt, Annotation type=name-only2024.03 | 41.44 | 30.88 | |
| GenOLCL strategy=C-Prompt, Annotation type=name-only, Composition=HIRPG + CONAN2024.03 | 41.17 | 31.41 | |
| CHBContinual Learning Strategy=MISA2024.03 | 41.02 | 30.19 | |
| HIRPGCL strategy=C-Prompt, Annotation type=name-only2024.03 | 37.8 | 25.1 | |
| LE + CONANContinual Learning Strategy=MISA2024.03 | 37.13 | 32.14 | |
| LECL strategy=C-Prompt, Annotation type=name-only2024.03 | 33.74 | 23.59 | |
| CCGContinual Learning Strategy=MISA2024.03 | 30.17 | 23.86 | |
| SC + CONANCL strategy=C-Prompt, Annotation type=name-only2024.03 | 29.48 | 27.46 | |
| LEContinual Learning Strategy=MISA2024.03 | 29.27 | 22.51 | |
| CHBCL strategy=C-Prompt, Annotation type=name-only2024.03 | 28.84 | 23.08 | |
| CCG + CONANCL strategy=C-Prompt, Annotation type=name-only2024.03 | 22.8 | 12.75 | |
| SCCL strategy=C-Prompt, Annotation type=name-only2024.03 | 21.43 | 10.11 | |
| CCGCL strategy=C-Prompt, Annotation type=name-only2024.03 | 19.27 | 13.29 |