Search Results for author: Boyuan Ma

Found 5 papers, 3 papers with code

Data privacy protection in microscopic image analysis for material data mining

no code implementations9 Nov 2021 Boyuan Ma, Xiang Yin, Xiaojuan Ban, Haiyou Huang, Neng Zhang, Hao Wang, Weihua Xue

The core contributions are as follows: 1) the federated learning algorithm is introduced into the polycrystalline microstructure image segmentation task to make full use of different user data to carry out machine learning, break the data island and improve the model generalization ability under the condition of ensuring the privacy and security of user data; 2) A data sharing strategy based on style transfer is proposed.

Federated Learning Image Segmentation +2

End-to-End Learning for Simultaneously Generating Decision Map and Multi-Focus Image Fusion Result

2 code implementations17 Oct 2020 Boyuan Ma, Xiang Yin, Di wu, Xiaojuan Ban

In this work, to handle the requirements of both output image quality and comprehensive simplicity of structure implementation, we propose a cascade network to simultaneously generate decision map and fused result with an end-to-end training procedure.

2D Cyclist Detection

SESF-Fuse: An Unsupervised Deep Model for Multi-Focus Image Fusion

1 code implementation5 Aug 2019 Boyuan Ma, Xiaojuan Ban, Haiyou Huang, Yu Zhu

In this work, we propose a novel unsupervised deep learning model to address multi-focus image fusion problem.

WPU-Net: Boundary Learning by Using Weighted Propagation in Convolution Network

1 code implementation22 May 2019 Boyuan Ma, Chuni Liu, Xiaojuan Ban, Hao Wang, Weihua Xue, Haiyou Huang

In this work, we propose WPU-net that redesigns the architecture and weighted loss of U-Net, which forces the network to integrate information from adjacent slices and pays more attention to the topology in boundary detection task.

Boundary Detection Object Tracking

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