Figure 1. The main idea promoted throughout the paper is that
semantic context prototype-aware underpins localization of indi-
vidual objects in WSSS. Our CPAL performs adaptive perception
of diverse attributes (e.g., cat) with attribute hunting (c) rather
than from single prototype (a) and plain context prototypes (b).
This attribute-specific adaptation not only mitigates the risk of er-
rors where (b) mistakenly identifies similar categories (e.g., dog)
but also ensures accurate activation of the complete object region.