Channel redundancy and overlap in convolutional neural networks with
channel-wise NNK graphs

Channel redundancy and overlap in convolutional neural networks with channel-wise NNK graphs

18 October 2021

Javier Ruiz-Hidalgo

Sarath Shekkizhar

Papers citing "Channel redundancy and overlap in convolutional neural networks with channel-wise NNK graphs"

17 / 17 papers shown

Title
Channel-Wise Early Stopping without a Validation Set via NNK Polytope Interpolation David Bonet Antonio Ortega Javier Ruiz-Hidalgo Sarath Shekkizhar 67 16 0 27 Jul 2021
Convolutional Neural Network Pruning with Structural Redundancy Reduction Zehao Wang Chengcheng Li Xiangyang Wang 3DPC 67 159 0 08 Apr 2021
Representing Deep Neural Networks Latent Space Geometries with Graphs Carlos Lassance Vincent Gripon Antonio Ortega AI4CE 41 15 0 14 Nov 2020
DeepNNK: Explaining deep models and their generalization using polytope interpolation Sarath Shekkizhar Antonio Ortega 23 6 0 20 Jul 2020
Designing Network Design Spaces Ilija Radosavovic Raj Prateek Kosaraju Ross B. Girshick Kaiming He Piotr Dollár GNN 102 1,682 0 30 Mar 2020
Orthogonal Convolutional Neural Networks Jiayun Wang Yubei Chen Rudrasis Chakraborty Stella X. Yu 77 189 0 27 Nov 2019
Deep geometric knowledge distillation with graphs Carlos Lassance Myriam Bontonou G. B. Hacene Vincent Gripon Jian Tang Antonio Ortega 41 39 0 08 Nov 2019
Dimensionality compression and expansion in Deep Neural Networks Stefano Recanatesi M. Farrell Madhu S. Advani Timothy Moore Guillaume Lajoie E. Shea-Brown 54 73 0 02 Jun 2019
Intrinsic dimension of data representations in deep neural networks A. Ansuini Alessandro Laio Jakob H. Macke D. Zoccolan AI4CE 69 279 0 29 May 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 139 18,134 0 28 May 2019
Dimensionality-Driven Learning with Noisy Labels Xingjun Ma Yisen Wang Michael E. Houle Shuo Zhou S. Erfani Shutao Xia S. Wijewickrema James Bailey NoLa 73 433 0 07 Jun 2018
Laplacian Networks: Bounding Indicator Function Smoothness for Neural Network Robustness Carlos Lassance Vincent Gripon Antonio Ortega AAML 65 16 0 24 May 2018
Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality Xingjun Ma Yue Liu Yisen Wang S. Erfani S. Wijewickrema Grant Schoenebeck D. Song Michael E. Houle James Bailey AAML 111 739 0 08 Jan 2018
Channel Pruning for Accelerating Very Deep Neural Networks Yihui He Xiangyu Zhang Jian Sun 201 2,525 0 19 Jul 2017
Regularizing CNNs with Locally Constrained Decorrelations Pau Rodríguez López Jordi Gonzalez Guillem Cucurull J. M. Gonfaus F. X. Roca 68 133 0 07 Nov 2016
Understanding and Improving Convolutional Neural Networks via Concatenated Rectified Linear Units Wenling Shang Kihyuk Sohn Diogo Almeida Honglak Lee 72 505 0 16 Mar 2016
Speeding up Convolutional Neural Networks with Low Rank Expansions Max Jaderberg Andrea Vedaldi Andrew Zisserman 128 1,462 0 15 May 2014