Author

Chang-Jian Chen

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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

#artificial intelligence Preprint Aug 2026

Learning-State-Aware Dynamic Generative Data Augmentation on Small-Scale Datasets

Learning-state-aware dynamic generative data augmentation (LSADA) is proposed, which introduces a decoupled data augmentation and diffusion fusion strategy that applies strength-controlled transformations to class-relevant regions and generates diverse class-irrelevant regions, progressively fusing them to improve image diversity while preserving class semantics.

Ting Xiang, Chen-Xi Deng, Jinhui Zhao et al. · 0 citations