Author

Jiehui Shen

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Open access Jul 2026

LCA-Net: A Lightweight Network for Small Object Detection in Road Traffic Scenes

LCA-Net is presented, a computationally efficient framework for small object detection that balances accuracy with model complexity that demonstrates a favorable accuracy–efficiency trade-off for real-time traffic perception.

Shan Lin, Ben-Sheng Yun, Zhenyu Lin et al. · Information · 0 citations

Open access 2026

Lightweight Visual Enhancement for Reliable Vision Systems in Adverse Port Weather

PortVE is a lightweight visual enhancement framework for adverse port weather conditions that combines degradation-aware Multi-Scale Pooling with Pool-Conv Downsampling and Frequency Directional Modulation and captures coarse-to-fine degradation cues, directional structures, and frequency-domain information while maintaining a compact computational profile.

Baigan Zhao, Zhiyang Guo, Zhi-Hua Zhang et al. · IEEE Access · 0 citations