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Zhao-Fa Zhou

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Open access Sep 2026

SFE-Mamba: A Spatial–Frequency Collaborative Enhancement Network for Object Detection in Snowy Road Scenes

Snowflake occlusion, reflections from accumulated snow, and low-contrast imaging in snowy environments can degrade target features and impair road-object detection performance. To address these challenges, this paper proposes SFE-Mamba, a snowy-weather object detection network built on Mamba-YOLO. First, a Snow Spatial...

Quan-Xiang Wang, Zhao-Fa Zhou, Zhi-Li Zhang · 0 citations
Review Open access Sep 2026

Systematic review of training-free neural architecture search: research progress, core challenges, and future directions

Neural Architecture Search (NAS) serves as a performance engine for automated machine learning, driving intelligent advancements across various domains. However, its development has been significantly constrained by the prohibitively high computational costs involved. Training-Free Neural Architecture Search (TFNAS)...

Xin-Yu Li, Zhao-Fa Zhou, Zhi-Li Zhang et al. · 0 citations
Open access Aug 2026

MPC-DETR: A Multi-Scale Patch Context Transformer for Small Object Detection in UAV Imagery

This paper proposes MPC-DETR, a Multi-scale Patch Context Transformer that is based on RT-DETR and suggests that MPC-DETR provides precise, strong, and efficient small-object detection in complicated UAV images.

Quan-Xiang Wang, Zhao-Fa Zhou, Zhi-Li Zhang · 0 citations

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