Bocheng Ren

Prototype Matters: Domain-Wise Prototype Induction for Zero-Shot Recognition.

Zero-Shot Learning (ZSL) has achieved remarkable progress, yet most existing methods still rely heavily on predefined semantic embeddings as supervisory signals. Such semantics are often incomplete, inaccurate, and insufficiently discriminative, resulting in ambiguous decision boundaries and limited generalization to u...

3D reconstruction of spatial transcriptomics data with dual incremental deep reinforcement learning