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Author

Ze-Yu Bai

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Preprint Aug 2026

Semantically Compatible Knowledge Distillation for Cross-Domain Object Detection with Vision Foundation Models

The Semantic Localization-Enhanced Teacher (SLE-T), a semantically compatible knowledge-distillation framework built around a lightweight SLE Adapter for DINOv2, achieves state-of-the-art performance and ablation studies confirm the importance of teacher-student semantic compatibility.

Qifeng Zhang, Ting Xiang, Ze-Yu Bai et al. · 0 citations

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