Enhancing Image Recognition with Pre-Defined Convolutional Layers Based on PDEs

V. R. Sahakyan,V. G. Melkonyan, G. A. Gharagyozyan, A. S. Avetisyan

Program. Comput. Softw.（2023）

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摘要

In this paper, we propose the use of 2D pre-defined convolutional layers based on parabolic and hyperbolic Partial Differential Equations (PDEs) to learn low-level abstractions. We demonstrate their effectiveness by adding them on top of ResNet, ResNext, DenseNet, and VGG architectures and performing numerical experiments on the CIFAR-10 dataset.

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关键词

convolutional layers,image recognition,pdes,pre-defined

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