Continual Learning on PACS (ID)
88.4Average AUC (AAUC)MA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MACL strategy=C-Prompt, Annotation type=manually annotated2024.03 | 88.4 | 85.99 | |
| MA (Manual Annotation)Continual Learning Strategy=MISA2024.03 | 87.92 | 81.8 | |
| GenOL (HIRPG + CONAN)Continual Learning Strategy=MISA2024.03 | 79.89 | 69.14 | |
| HIRPGCL strategy=C-Prompt, Annotation type=name-only2024.03 | 78.88 | 64.73 | |
| GenOLCL strategy=C-Prompt, Annotation type=name-only, Composition=HIRPG + CONAN2024.03 | 77.62 | 72.96 | |
| HIRPGContinual Learning Strategy=MISA2024.03 | 76.75 | 71.41 | |
| LE + CONANCL strategy=C-Prompt, Annotation type=name-only2024.03 | 76.03 | 70.87 | |
| LE + CONANContinual Learning Strategy=MISA2024.03 | 75.76 | 57.66 | |
| LECL strategy=C-Prompt, Annotation type=name-only2024.03 | 73.8 | 69.49 | |
| LEContinual Learning Strategy=MISA2024.03 | 72.08 | 54.7 | |
| CHBCL strategy=C-Prompt, Annotation type=name-only2024.03 | 71.63 | 65.92 | |
| CHBContinual Learning Strategy=MISA2024.03 | 70.02 | 62.02 | |
| CHB + CONANCL strategy=C-Prompt, Annotation type=name-only2024.03 | 68.6 | 53.4 | |
| SC + CONANCL strategy=C-Prompt, Annotation type=name-only2024.03 | 67.81 | 57.1 | |
| CHB + CONANContinual Learning Strategy=MISA2024.03 | 67.48 | 48.86 | |
| SC + CONANContinual Learning Strategy=MISA2024.03 | 66.68 | 50.35 | |
| SCContinual Learning Strategy=MISA2024.03 | 64.43 | 53.51 | |
| CCG + CONANContinual Learning Strategy=MISA2024.03 | 63.27 | 53.02 | |
| CCG + CONANCL strategy=C-Prompt, Annotation type=name-only2024.03 | 61.98 | 50.09 | |
| CCGCL strategy=C-Prompt, Annotation type=name-only2024.03 | 61.73 | 46.22 | |
| CCGContinual Learning Strategy=MISA2024.03 | 59.85 | 52.72 | |
| SCCL strategy=C-Prompt, Annotation type=name-only2024.03 | 59.02 | 51.47 |