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AI Frontier Lectures
AI Frontier Lectures
Jan 7, 2026 · Artificial Intelligence

How Bi‑C2R Achieves Re‑indexing‑Free Lifelong Person Re‑identification

The paper introduces Bi‑C2R, a bidirectional continual compatible representation framework that eliminates the need for feature re‑extraction while enabling lifelong person re‑identification through novel transfer, distillation, and dynamic fusion modules, achieving state‑of‑the‑art accuracy on multiple benchmarks.

IEEE TPAMILifelong Learningbidirectional compatible representation
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How Bi‑C2R Achieves Re‑indexing‑Free Lifelong Person Re‑identification