Wanjia Luo

Learnability-Driven Knowledge Assimilation for Class-Incremental Semantic Segmentation

Class-incremental semantic segmentation learns new classes while retaining old ones without access to past data. Although existing methods alleviate catastrophic forgetting on old classes, new-class performance remains limited. We identify the key bottleneck arises from low-margin regions, where the…