Continual Learning on DomainNet (OOD)
25.55AAUCMA (Manual Annotation)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MA (Manual Annotation)Continual Learning Strategy=MISA2024.03 | 25.55 | 22.85 | |
| GenOL (HIRPG + CONAN)Continual Learning Strategy=MISA2024.03 | 24.56 | 20.05 | |
| HIRPGContinual Learning Strategy=MISA2024.03 | 21.85 | 18.12 | |
| MACL strategy=C-Prompt, Annotation type=manually annotated2024.03 | 20.47 | 15.02 | |
| CHB + CONANContinual Learning Strategy=MISA2024.03 | 19.39 | 16.29 | |
| GenOLCL strategy=C-Prompt, Annotation type=name-only, Composition=HIRPG + CONAN2024.03 | 18.19 | 15.11 | |
| SC + CONANContinual Learning Strategy=MISA2024.03 | 17.8 | 17.66 | |
| SCContinual Learning Strategy=MISA2024.03 | 16.92 | 12.9 | |
| CCG + CONANContinual Learning Strategy=MISA2024.03 | 16.28 | 13.33 | |
| HIRPGCL strategy=C-Prompt, Annotation type=name-only2024.03 | 16.12 | 11.31 | |
| LE + CONANCL strategy=C-Prompt, Annotation type=name-only2024.03 | 13.6 | 10.11 | |
| LE + CONANContinual Learning Strategy=MISA2024.03 | 13.22 | 11.37 | |
| CHB + CONANCL strategy=C-Prompt, Annotation type=name-only2024.03 | 12.45 | 9.22 | |
| CCGContinual Learning Strategy=MISA2024.03 | 10.52 | 7.55 | |
| LECL strategy=C-Prompt, Annotation type=name-only2024.03 | 10.35 | 8.3 | |
| LEContinual Learning Strategy=MISA2024.03 | 9.9 | 7.42 | |
| SC + CONANCL strategy=C-Prompt, Annotation type=name-only2024.03 | 9.84 | 6.87 | |
| CHBCL strategy=C-Prompt, Annotation type=name-only2024.03 | 9.36 | 5.55 | |
| CCG + CONANCL strategy=C-Prompt, Annotation type=name-only2024.03 | 7.96 | 6.66 | |
| SCCL strategy=C-Prompt, Annotation type=name-only2024.03 | 6.89 | 3.45 | |
| CCGCL strategy=C-Prompt, Annotation type=name-only2024.03 | 5.77 | 4.43 | |
| CHBContinual Learning Strategy=MISA2024.03 | 4.6 | 11.74 |