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Ningzhong Liu

An Anchor-Free Lightweight Deep Convolutional Network for Vehicle Detection in Aerial Images
2022 · Jiaquan Shen, Wangcheng Zhou, et al. · IEEE Transactions on Intelligent Transportation Systems · 228
Finger Vein Recognition Algorithm Based on Lightweight Deep Convolutional Neural Network
2021 · Jiaquan Shen, Ningzhong Liu, et al. · IEEE Transactions on Instrumentation and Measurement · 164
An algorithm based on lightweight semantic features for ancient mural element object detection
2025 · Jiaquan Shen, Ningzhong Liu, et al. · npj Heritage Science · 139
Lightweight Semantic Feature Extraction Model With Direction Awareness for Aerial Traffic Object Detection
2025 · Jiaquan Shen, Ningzhong Liu, et al. · IEEE Transactions on Intelligent Transportation Systems · 101
An Instrument Indication Acquisition Algorithm Based on Lightweight Deep Convolutional Neural Network and Hybrid Attention Fine-Grained Features
2024 · Jiaquan Shen, Ningzhong Liu, et al. · IEEE Transactions on Instrumentation and Measurement · 85
Defect detection of printed circuit board based on lightweight deep convolution network
2020 · Jiaquan Shen, Ningzhong Liu, et al. · IET Image Processing · 57
Monitoring area coverage optimization algorithm based on nodes perceptual mathematical model in wireless sensor networks
2019 · Qiangyi Li, Ningzhong Liu · Computer Communications · 55
Degradation-Aware Self-Attention Based Transformer for Blind Image Super-Resolution
2024 · Qingguo Liu, Pan Gao, et al. · IEEE Transactions on Multimedia · 50
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A lightweight multi-scale context network for salient object detection in optical remote sensing images
2022 · Yuhan Lin, Han Sun, et al. · Proceedings - International Conference on Pattern Recognition/Proceedings/International Conference on Pattern Recognition · 48
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Freq-DETR: Frequency-aware transformer for real-time small object detection in unmanned aerial vehicle imagery
2025 · Jiayi Chen, Ningzhong Liu, et al. · Expert Systems with Applications · 47
A new reverse reduce-error ensemble pruning algorithm
2014 · Qun Dai, Ting Zhang, et al. · Applied Soft Computing · 35
Alleviating the problem of local minima in Backpropagation through competitive learning
2012 · Qun Dai, Ningzhong Liu · Neurocomputing · 31
Vehicle Detection in Aerial Images Based on Lightweight Deep Convolutional Network and Generative Adversarial Network
2019 · Jiaquan Shen, Ningzhong Liu, et al. · IEEE Access · 29
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Several novel evaluation measures for rank-based ensemble pruning with applications to time series prediction
2014 · Zhongchen Ma, Qun Dai, et al. · Expert Systems with Applications · 28
Attention Guided Network for Salient Object Detection in Optical Remote Sensing Images
2022 · Yuhan Lin, Han Sun, et al. · Lecture notes in computer science · 27
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Self-Supervised Learning for Industrial Image Anomaly Detection by Simulating Anomalous Samples
2023 · Mingjing Pei, Ningzhong Liu, et al. · International Journal of Computational Intelligence Systems · 24
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A Multi-View Fusion Method via Tensor Learning and Gradient Descent for Image Features
2021 · Laihang Yu, Dongyan Zhang, et al. · IEEE Access · 24
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Two-dimensional bar code out-of-focus deblurring via the Increment Constrained Least Squares filter
2012 · Ningzhong Liu, Xingming Zheng, et al. · Pattern Recognition Letters · 23
Ensemble selection by GRASP
2014 · Zhuan Liu, Qun Dai, et al. · Applied Intelligence · 22
Reverse Knowledge Distillation with Two Teachers for Industrial Defect Detection
2023 · Mingjing Pei, Ningzhong Liu, et al. · Applied Sciences · 21
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Vehicle detection in aerial images based on lightweight deep convolutional network
2020 · Jiaquan Shen, Ningzhong Liu, et al. · IET Image Processing · 21
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Promoting Automatic Detection of Road Damage: A High-Resolution Dataset, a New Approach, and a New Evaluation Criterion
2024 · Tianxiang Yin, Wei Zhang, et al. · IEEE Transactions on Automation Science and Engineering · 20
Nodes Deployment Algorithm Based on Data Fusion and Evidence Theory in Wireless Sensor Networks
2021 · Qiangyi Li, Ningzhong Liu · Wireless Personal Communications · 20
Coverage optimization algorithm based on control nodes position in wireless sensor networks
2020 · Qiangyi Li, Ningzhong Liu · International Journal of Communication Systems · 20
Color recognition of clothes based on k-means and mean shift
2012 · Xingming Zheng, Ningzhong Liu · IEEE International Conference on Intelligent Control, Automatic Detection and High-End Equipment (ICADE) · 20
Works count: 115
Citation count: 1,737
H-index: 21
I10-index: 39
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