Object detection knowledge is fragmented across independently trained, heterogeneous detectors with complementary category supports. In socialized learning, this knowledge resides in a society, and learning aims to evolve the society collectively through exchange. However, aggregation-based socialization does not expli...
Wei-Hao Li, Yun-Qi Zhu, Zhi-He Fan et al.· 0 citations
This work proposes HSO-GAT, a topology-adaptive hyperbolic graph attention network that unifies geometric adaptation and message propagation and establishes the monotonic sensitivity of edge-level HSO to degree imbalance and analyzes the validity and radial scaling properties of node-adaptive hyperbolic mappings.
Hai-Fang Cao, Bo-An Tao, Xi-Yuan Gao et al.· 0 citations
This work proposes Source-Anchored Guidance via Frequency Equalization for Hierarchical RGB-T Alignment and Fusion (SAGE), a unified framework integrating frequency equalization, hierarchical alignment, and subband fusion.
Ti-Ming Li, Yi-Ming Sun, Bo-An Tao et al.· 0 citations
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