Table 3:
DBULL and competing methods capacity comparison.
| Lifelong Learning |
Batch Setting |
|||||
|---|---|---|---|---|---|---|
| DBULL | CURL-D | DEC | VaDE | VAE+DP | CURL-F | |
| Representation Learning | yes | yes | yes | yes | yes | yes |
| Learns # of Clusters | yes | yes | no | no | yes | no |
| Dynamic Expansion | yes | yes | no | no | yes | no |
| Overcome Forgetting | yes | yes | no | no | no | yes |