155 citations · 379 across the 24 of their papers we have counts for
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eess.IV2019★ 2 cited
Constrained Linear Data-feature Mapping for Image Classification
Juncai He, Yuyan Chen, Lian Zhang +1
In this paper, we propose a constrained linear data-feature mapping model as an interpretable mathematical model for image classification using convolutional neural network (CNN) s…
cs.CV2019★ 126 cited
MgNet: A Unified Framework of Multigrid and Convolutional Neural Network
Juncai He, Jinchao Xu
We develop a unified model, known as MgNet, that simultaneously recovers some convolutional neural networks (CNN) for image classification and multigrid (MG) methods for solving di…