Author

Shu-Tao Li

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Open access Sep 2026

Frequency-oriented adaptive real-time object detector for cluttered traffic scenes

Given the growing demand for traffic object detection in autonomous driving, achieving both efficiency and accuracy on in-vehicle platforms remains challenging. To address this issue, we propose a Frequency-Oriented Adaptive Detector for vehicle-mounted intelligent traffic object detection. It integrates high- and low-...

Zi-Qi Li, Tao Gao, Shu-Tao Li et al. · Nature Communications · 0 citations

Review Jul 2026

Multimodal Large Language Models for Remote Sensing Image Understanding: Domain-Specific or General-Purpose?

A systematic survey and diagnostic evaluation of MLLMs for RSISU and demonstrates the strong transferability of general-purpose CV-MLLMs and shows that current RS-MLLMs do not consistently outperform them across diverse RSISU tasks.

Qiwei Ma, Chun-Ping Qiu, Xinjun Cheng et al. · arXiv.org · 0 citations