Author

H. Sun

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Preprint Aug 2026

Dynamic Resolution Routing for Efficient Egocentric Grounding

This work proposes SmartRes, a framework that performs efficiency optimization in the pixel space via dynamic resolution routing and introduces a margin-regularized routing objective that increases foreground-background logit separation and improves foreground recall.

H. Sun, Wang-Bo Zhao, Fanyue Wei et al. · 0 citations

Jul 2026

P4Q: Learning to Prompt for Quantization in Low-Bit CLIP

The “Prompt for Quantization” (P4Q) is proposed, by integrating PTQ with Parameter-Efficient Fine-Tuning (PEFT) techniques, and demonstrates that P4Q significantly enhances the performance of low-bit CLIP while reducing deployment costs.

H. Sun, Runqi Wang, Yanjing Li et al. · ACM Transactions on Multimed... · 0 citations