TDDC-YOLO: texture-defect disentanglement for robust wood surface crack detection under domain shifts.

In recent years, the field has progressed rapidly from traditional image processing to deep learning based detection systems, with a clear trend toward lightweight one-stage detectors and robustness-oriented training strategies 19 – 22 .

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