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Dr. Mingqiang Ning
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Publications (4)
Proceedings Article | 12 October 2022 Paper
Pre-rotation only at inference-time: a way to rotation invariance
Peng Zhang, Jinsong Tang, Heping Zhong, Mingqiang Ning, Yue Fan
Proceedings Volume 12342, 123420O (2022) https://doi.org/10.1117/12.2644390
KEYWORDS: Image classification, Feature extraction, Pattern recognition, Network architectures
Proceedings Article | 12 October 2022 Paper
Rotated target recognition of sonar images via convolutional neural networks with rotated inputs
Peng Zhang, Jinsong Tang, Heping Zhong, Mingqiang Ning, Yue Fan
Proceedings Volume 12342, 1234210 (2022) https://doi.org/10.1117/12.2644531
KEYWORDS: Target recognition, Image classification, Convolutional neural networks, Statistical analysis, Pattern recognition, Network architectures, Machine vision, Data processing, Computer vision technology, Visualization
Proceedings Article | 4 May 2022 Paper
Spectral normalized CycleGAN with application in semi-supervised semantic segmentation of sonar images
Zhisheng Zhang, Jingsong Tang, Peng Zhang, Mingqiang Ning, Han Li, Haoran Wu
Proceedings Volume 12172, 1217224 (2022) https://doi.org/10.1117/12.2634721
KEYWORDS: Image segmentation, Lithium, Data modeling, Gallium nitride, Image processing, Acoustics, Machine learning, Ultrasonography, Performance modeling, Neural networks
Proceedings Article | 27 March 2022 Paper
Scale-aware network with scale equivariance
Mingqiang Ning, Jinsong Tang, Heping Zhong, Haoran Wu, Peng Zhang
Proceedings Volume 12169, 121699E (2022) https://doi.org/10.1117/12.2625214
KEYWORDS: Discrete wavelet transforms, Image classification, Error analysis, Convolutional neural networks
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