Author

Jia-Yi Li

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Open access Sep 2026

YOLO12-SDS: an enhanced lightweight model for accurate and real-time fig maturity detection

The contents of active ingredients such as isoprenyl phenols and the quality of figs are significantly regulated by ripeness. Accurate ripeness grading is critical for quality improvement and efficiency enhancement in the fig industry. However, existing detection methods suffer from poor environmental adaptability and...

Xiao Cui, Jia-Yi Li, Ji-Sheng Liu et al. · Frontiers in Plant Science · 0 citations

#computer vision Preprint Sep 2026

CONDUIT: A Unified Residual-Stream Restoration Framework for KV Cache Reuse in Vision-Language Models

CONDUIT, a training-free refresh policy that unifies single- and multi-image reuse as residual-stream restoration, is proposed, building on norm-weighted attention and an accessible pre-output cached-value-norm proxy, then applies empirical image-level relevance amplification before one global selection.

Pengan Chen, Kai-Sheng Zheng, Liang Hong et al. · 0 citations