Continual Learning on PACS (OOD)
54.99AAUCGenOL (HIRPG + CONAN)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GenOL (HIRPG + CONAN)Continual Learning Strategy=MISA2024.03 | 54.99 | 39.82 | |
| GenOLCL strategy=C-Prompt, Annotation type=name-only, Composition=HIRPG + CONAN2024.03 | 54.24 | 44.38 | |
| LE + CONANCL strategy=C-Prompt, Annotation type=name-only2024.03 | 53.2 | 44.13 | |
| LE + CONANContinual Learning Strategy=MISA2024.03 | 51.88 | 36.13 | |
| LEContinual Learning Strategy=MISA2024.03 | 44.73 | 32.79 | |
| HIRPGContinual Learning Strategy=MISA2024.03 | 44.71 | 36.4 | |
| HIRPGCL strategy=C-Prompt, Annotation type=name-only2024.03 | 44.25 | 34.91 | |
| LECL strategy=C-Prompt, Annotation type=name-only2024.03 | 43.75 | 36.08 | |
| CHB + CONANCL strategy=C-Prompt, Annotation type=name-only2024.03 | 43.6 | 37.81 | |
| CHB + CONANContinual Learning Strategy=MISA2024.03 | 43.53 | 27.07 | |
| CCG + CONANCL strategy=C-Prompt, Annotation type=name-only2024.03 | 43.29 | 34.67 | |
| CCG + CONANContinual Learning Strategy=MISA2024.03 | 40.81 | 32.42 | |
| MA (Manual Annotation)Continual Learning Strategy=MISA2024.03 | 40.3 | 28.96 | |
| MACL strategy=C-Prompt, Annotation type=manually annotated2024.03 | 39.86 | 30.46 | |
| SC + CONANContinual Learning Strategy=MISA2024.03 | 38.5 | 27.04 | |
| SC + CONANCL strategy=C-Prompt, Annotation type=name-only2024.03 | 38.26 | 25.62 | |
| CHBContinual Learning Strategy=MISA2024.03 | 35.74 | 22.41 | |
| CHBCL strategy=C-Prompt, Annotation type=name-only2024.03 | 34.33 | 28.62 | |
| SCContinual Learning Strategy=MISA2024.03 | 34.01 | 21.28 | |
| CCGContinual Learning Strategy=MISA2024.03 | 33.97 | 23 | |
| CCGCL strategy=C-Prompt, Annotation type=name-only2024.03 | 29.09 | 27.54 | |
| SCCL strategy=C-Prompt, Annotation type=name-only2024.03 | 28.19 | 20.14 |