Adaptive aggregation of Monte Carlo augmented decomposed filters for
efficient group-equivariant convolutional neural network

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Adaptive aggregation of Monte Carlo augmented decomposed filters for efficient group-equivariant convolutional neural network

17 May 2023

Barbara D. Wichtmann

Angelika Maurer

Ulrike Attenberger

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Papers citing "Adaptive aggregation of Monte Carlo augmented decomposed filters for efficient group-equivariant convolutional neural network"

19 / 19 papers shown

Title
Empowering Networks With Scale and Rotation Equivariance Using A Similarity Convolution Zikai Sun T. Blu 46 6 0 01 Mar 2023
Multi-stage image denoising with the wavelet transform Chunwei Tian Menghua Zheng W. Zuo Bob Zhang Yanning Zhang David C. Zhang 60 246 0 26 Sep 2022
Data Augmentation vs. Equivariant Networks: A Theory of Generalization on Dynamics Forecasting Rui Wang Robin Walters Rose Yu 52 16 0 19 Jun 2022
Simple Baselines for Image Restoration Liangyu Chen Xiaojie Chu Xinming Zhang Jian Sun 114 892 0 10 Apr 2022
A ConvNet for the 2020s Zhuang Liu Hanzi Mao Chaozheng Wu Christoph Feichtenhofer Trevor Darrell Saining Xie ViT 186 5,213 0 10 Jan 2022
Restormer: Efficient Transformer for High-Resolution Image Restoration Syed Waqas Zamir Aditya Arora Salman Khan Munawar Hayat Fahad Shahbaz Khan Ming-Hsuan Yang ViT 180 2,243 0 18 Nov 2021
DISCO: accurate Discrete Scale Convolutions Ivan Sosnovik A. Moskalev A. Smeulders 72 32 0 04 Jun 2021
Designing and Training of A Dual CNN for Image Denoising Chunwei Tian Yong-mei Xu W. Zuo Bo Du Chia-Wen Lin David C. Zhang 55 154 0 08 Jul 2020
Rethinking Bias-Variance Trade-off for Generalization of Neural Networks Zitong Yang Yaodong Yu Chong You Jacob Steinhardt Yi-An Ma 69 185 0 26 Feb 2020
AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty Dan Hendrycks Norman Mu E. D. Cubuk Barret Zoph Justin Gilmer Balaji Lakshminarayanan OOD UQCV 128 1,308 0 05 Dec 2019
Scale-Equivariant Steerable Networks Li Xiao Michal Szmaja A. Smeulders 127 149 0 14 Oct 2019
B-Spline CNNs on Lie Groups Erik J. Bekkers AI4CE 81 131 0 26 Sep 2019
A General Theory of Equivariant CNNs on Homogeneous Spaces Taco S. Cohen Mario Geiger Maurice Weiler MLT AI4CE 224 316 0 05 Nov 2018
Scale equivariance in CNNs with vector fields Diego Marcos B. Kellenberger Sylvain Lobry D. Tuia 84 56 0 31 Jul 2018
On the Generalization of Equivariance and Convolution in Neural Networks to the Action of Compact Groups Risi Kondor Shubhendu Trivedi MLT 114 500 0 11 Feb 2018
FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising Peng Sun W. Zuo Lei Zhang 128 2,127 0 11 Oct 2017
Steerable CNNs Taco S. Cohen Max Welling BDL 142 499 0 27 Dec 2016
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Zhuowen Tu Kaiming He 522 10,351 0 16 Nov 2016
Group Equivariant Convolutional Networks Taco S. Cohen Max Welling BDL 176 1,946 0 24 Feb 2016