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Sun-Cheng Xiang

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Preprint Sep 2026

SRPR-Net: Semantic and Relational Prompt Refinement for Automated SAM-based Instance Segmentation

Instance segmentation is a fundamental computer vision task with diverse real-world applications. Recently, prompt-driven foundation models have shown promising generalization. However, automated prompting remains limited by insufficient semantic guidance and inter-instance modeling. To address this challenge, we propo...

Lu Liu, Guo-Jie Li, Sun-Cheng Xiang et al. · 0 citations
Preprint Aug 2026

CoBa: Cost-Effective Test-Time Scaling via Compute-Balanced Routing

This paper formulates test-time reasoning as a compute-allocation problem in which a system must decide whether the next unit of compute should be spent on generation, verification, or stopping, and introduces CoBa, a compute-balanced routing policy that first obtains a small set of candidates, applies cheap verificati...

Yan Zhou, Yue Ouyang, Kaiyang Zheng et al. · 0 citations

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