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Zhi-Qi Huang

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#artificial intelligence Preprint Sep 2026

When Noise Meets Long-Tail: Feature-Threshold Dual Calibration for Robust Pseudo-Labeling

The results establish that jointly calibrating features and thresholds is essential for robust pseudo-labeling under compounded noise and class imbalance, and propose FTC-Seg, a Feature-Threshold dual-Calibration framework built on a standard teacher-student framework.

Ping-Song Guo, Zhi-Qi Huang, Xin-Ran Li · 1 citation

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