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Author

Jing Liu

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Conference Aug 2026

HRT-DETR: efficient traffic sign detection

To balance accuracy and speed in traffic sign detection, this paper presents HRT-DETR, an enhanced end-to-end detector built upon RT-DETR. Although RT-DETR eliminates the need for Non-Maximum Suppression (NMS) and enables real-time inference, its hybrid encoder discards fine-grained spatial details, resulting in subopt...

Jing Liu, Ruxue Yan, Jun-Wei Liu · 0 citations
Conference Aug 2026

AART: image classification with adaptive attention region transformer

The Adaptive Attention Region Transformer (AART) is proposed, which dynamically discriminates between regions based on their saliency, and achieves significant improvements over existing methods without requiring pre-training, validating its effectiveness in adaptive region processing.

Jing Liu, Xinyi Guo, Xin Zhang · 0 citations

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