2026
H^2Net: Homo- and Heterogeneous Networks for Unified Segmentation
IJCAI 2026
Unified segmentation aims to consolidate multiple vision tasks into a single model, yet faces two core challenges: learning robust homogeneous features (e.g., shared low- and mid-level cues) to enable cross-domain knowledge transfer, while disentangling heterogeneous features (e.g., task-specific se