Convolutional Neural Networks

Also known as CNN

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39 papers in the last four weeks, up 26% on the four weeks before. 0.2% of all new papers.

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Boosting Adversarial Robustness and Generalization with Dictionary Structure
Feb 2, 2025Zhichao Hou, Weizhi Gao, Hamid Krim +2Neural Network Generalization Adversarial Robustness
Department of Computer Science, North Carolina State University, Raleigh, USA.
TropNNC: Structured Neural Network Compression Using Tropical Geometry
Sep 5, 2024Konstantinos Fotopoulos, Petros Maragos, Panagiotis MisiakosNeural Network Compression Neural Network Pruning
School of ECE, National Technical University of Athens, Greece · Robotics Institute, Athena Research Center, Maroussi, Greece · HERON - Hellenic Robotics Center of Excellence, Athens, Greece +1
Enhancing Cognitive Workload Classification Using Integrated LSTM Layers and CNNs for fNIRS Data Analysis
Jul 22, 2024Mehshan Ahmed Khan, Houshyar Asadi, Mohammad Reza Chalak Qazani +6Recurrent Neural Networks Convolutional Neural Networks
Institute for Intelligent Systems Research and Innovation, Deakin University, 75 Pigdons Rd, Waurn Ponds, VIC, 3216, Geelong, Australia
Explainable Convolutional Neural Networks for Retinal Fundus Classification and Cutting-Edge Segmentation Models for Retinal Blood Vessels from Fundus Images
May 12, 2024Fatema Tuj Johora Faria, Mukaffi Bin Moin, Pronay Debnath +2Image Segmentation Retinal Vessel Segmentation
aDepartment of Computer Science and Engineering, Ahsanullah University of Science and Technology, Dhaka, Bangladesh
Fortifying Fully Convolutional Generative Adversarial Networks for Image Super-Resolution Using Divergence Measures
Apr 9, 2024Arkaprabha Basu, Kushal Bose, Sankha Subhra Mullick +2Convolutional Neural Networks Generative Adversarial Networks
Electronics and Communication Sciences Unit (ECSU), Dolby Laboratories, India · Statistics and Mathematics Unit (SMU), Indian Statistical Institute, Kolkata, India
XConv: Low-memory stochastic backpropagation for convolutional layers
Jun 13, 2021Anirudh Thatipelli, Jeffrey Sam, Mathias Louboutin +3Neural Network Optimization Convolutional Neural Networks
University of Central Florida · Rice University · DevitoCodes Ltd +2
Research on Deep Learning-Based Semantic Segmentation Algorithms for Subcortical Brain Structures
Jul 22, 2019Binbin Yang, Weiwei ZhangMedical Image Segmentation Convolutional Neural Networks
Peking Union Medical College, Tsinghua University, Beijing, China

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Boosting Adversarial Robustness and Generalization with Dictionary Structure

Zhichao Hou, Weizhi Gao, Hamid Krim, Runze Li+1

Department of Computer Science, North Carolina State University, Raleigh, USA.

Neural Network Generalization Adversarial Robustness Convolutional Neural Networks Dictionary Learning

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This work investigates a novel approach to boost adversarial robustness and generalization by incorporating structural prior into the design of deep learning models. Specifically, our study surprisingly reveals that existing dictionary learning-inspired convolutional neural networks (CNNs) are robust against random noise but remain highly vulnerable to adversarial attacks. To address this, we propose Elastic Dictionary Learning Networks (EDLNets), a novel ResNet architecture that significantly enhances adversarial robustness and generalization. Extensive and reliable experiments demonstrate consistent improvements in adversarial robustness across multiple datasets, backbone architectures, and threat models. To the best of our knowledge, this is the first work to discover and validate that dictionary structure can reliably enhance deep learning robustness under strong adaptive attacks, unveiling a promising direction for future research.