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Author

Debin Liu

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Oct 2026

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...

Bo-Cheng Ren, Yuan-Yuan Yi, Qing-Chen Zhang et al. · 0 citations
Jul 2026

The Scalable Tensor-based Codebook Product Quantization for Multi-Label Image Retrieval.

This work proposes a novel scalable product quantization framework within an end-to-end network, termed Tensor-based Codebook Product Quantization (TCPQ), an innovative attempt to integrate tensor theory with product quantization methods.

Bin Luo, Laurence T. Yang, Debin Liu et al. · 0 citations

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