Approximation analysis of CNNs from a feature extraction view

14 October 2022

Papers citing "Approximation analysis of CNNs from a feature extraction view"

11 / 11 papers shown

Title
Rates of Approximation by ReLU Shallow Neural Networks Tong Mao Ding-Xuan Zhou 51 20 0 24 Jul 2023
Besov Function Approximation and Binary Classification on Low-Dimensional Manifolds Using Convolutional Residual Networks Hao Liu Minshuo Chen T. Zhao Wenjing Liao 30 34 0 07 Sep 2021
Approximation Properties of Deep ReLU CNNs Juncai He Lin Li Jinchao Xu 49 19 0 01 Sep 2021
Theory of Deep Convolutional Neural Networks III: Approximating Radial Functions Tong Mao Zhongjie Shi Ding-Xuan Zhou 154 34 0 02 Jul 2021
Theory of Deep Convolutional Neural Networks II: Spherical Analysis Zhiying Fang Han Feng Shuo Huang Ding-Xuan Zhou 79 37 0 28 Jul 2020
Deep Network Approximation Characterized by Number of Neurons Zuowei Shen Haizhao Yang Shijun Zhang 49 184 0 13 Jun 2019
Approximation and Non-parametric Estimation of ResNet-type Convolutional Neural Networks Kenta Oono Taiji Suzuki 72 58 0 24 Mar 2019
Universality of Deep Convolutional Neural Networks Ding-Xuan Zhou HAI PINN 412 514 0 28 May 2018
Optimal Approximation with Sparsely Connected Deep Neural Networks Helmut Bölcskei Philipp Grohs Gitta Kutyniok P. Petersen 192 255 0 04 May 2017
Error bounds for approximations with deep ReLU networks Dmitry Yarotsky 193 1,227 0 03 Oct 2016
$Approximation by Combinations of ReLU and Squared ReLU Ridge Functions with $ \ell^1 $ and $ \ell^0 $ Controls$ Approximation by Combinations of ReLU and Squared ReLU Ridge Functions with $\ell^1$ and $\ell^0$ Controls Jason M. Klusowski Andrew R. Barron 259 143 0 26 Jul 2016