Improving the Robustness of Neural Networks Using K-Support Norm Based Adversarial Training

Improving the Robustness of Neural Networks Using K-Support Norm Based Adversarial Training

It is of significant importance for any classification and recognition system, which claims near or better than human performance to be immune to small perturbations in the dataset. Researchers found out that neural networks are not very robust to small perturbations and can easily be fooled to pers...

Full description

Bibliographic Details
Main Authors:	Sheikh Waqas Akhtar, Saad Rehman, Mahmood Akhtar, Muazzam A. Khan, Farhan Riaz, Qaiser Chaudry, Rupert Young
Format:	Article
Language:	English
Published:	IEEE 2016-01-01
Series:	IEEE Access
Subjects:	K-Support norm robutness generalization convolutional neural networks adversarial
Online Access:	https://ieeexplore.ieee.org/document/7795200/

Similar Items

Ensemble of Random Binary Output Encoding for Adversarial Robustness
by: Ye-Ji Mun, et al.
Published: (2019-01-01)

Adversarial Robustness by One Bit Double Quantization for Visual Classification
by: Maungmaung Aprilpyone, et al.
Published: (2019-01-01)

Adversarial Learning for Invertible Steganography
by: Ching-Chun Chang
Published: (2020-01-01)

A Survey on Adversarial Deep Learning Robustness in Medical Image Analysis
by: Kyriakos D. Apostolidis, et al.
Published: (2021-09-01)

High Accuracy Interpolation of DEM Using Generative Adversarial Network
by: Li Yan, et al.
Published: (2021-02-01)

Developing a Robust Defensive System against Adversarial Examples Using Generative Adversarial Networks
by: Shayan Taheri, et al.
Published: (2020-05-01)

Multi-Class Triplet Loss With Gaussian Noise for Adversarial Robustness
by: Benjamin Appiah, et al.
Published: (2020-01-01)

On the Relationship between Generalization and Robustness to Adversarial Examples
by: Anibal Pedraza, et al.
Published: (2021-05-01)

Restoring Raindrops Using Attentive Generative Adversarial Networks
by: Hee-Deok Yang
Published: (2021-07-01)

The Robustness of Graph k-Shell Structure under Adversarial Attacks
by: Lv, Y., et al.
Published: (2022)

Threat of Adversarial Attacks on Deep Learning in Computer Vision: A Survey
by: Naveed Akhtar, et al.
Published: (2018-01-01)

Cross-modal Retrieval Combining Deep Canonical Correlation Analysis and Adversarial Learning
by: LIU Li-bo, GOU Ting-ting
Published: (2021-09-01)

Extended Spatially Localized Perturbation GAN (eSLP-GAN) for Robust Adversarial Camouflage Patches
by: Yongsu Kim, et al.
Published: (2021-08-01)

Adversarial Examples Detection for XSS Attacks Based on Generative Adversarial Networks
by: Xueqin Zhang, et al.
Published: (2020-01-01)

Abnormal Colon Polyp Image Synthesis Using Conditional Adversarial Networks for Improved Detection Performance
by: Younghak Shin, et al.
Published: (2018-01-01)

Graph Embedding Framework Based on Adversarial and Random Walk Regularization
by: Wei Dou, et al.
Published: (2021-01-01)

Up and Down Residual Blocks for Convolutional Generative Adversarial Networks
by: Yueyue Wang, et al.
Published: (2021-01-01)

Scaleable input gradient regularization for adversarial robustness
by: Chris Finlay, et al.
Published: (2021-03-01)

Synthesize and Segment: Towards Improved Catheter Segmentation via Adversarial Augmentation
by: Ihsan Ullah, et al.
Published: (2021-02-01)

Synthetic IR Image Refinement Using Adversarial Learning With Bidirectional Mappings
by: Ruiheng Zhang, et al.
Published: (2019-01-01)

Graph Convolutional Adversarial Network for Human Body Pose and Mesh Estimation
by: Yuancheng Huang, et al.
Published: (2020-01-01)

Unsupervised feature learning-based encoder and adversarial networks
by: Endang Suryawati, et al.
Published: (2021-09-01)

Targeted Speech Adversarial Example Generation With Generative Adversarial Network
by: Donghua Wang, et al.
Published: (2020-01-01)

Robust Semisupervised Generative Adversarial Networks for Speech Emotion Recognition via Distribution Smoothness
by: Huan Zhao, et al.
Published: (2020-01-01)

Derivative-free optimization adversarial attacks for graph convolutional networks
by: Runze Yang, et al.
Published: (2021-08-01)

Structural Adversarial Variational Auto-Encoder for Attributed Network Embedding
by: Junjian Zhan, et al.
Published: (2021-03-01)

Duties of the procedural adversary
by: Ammar Saadoun Al - Mashhadani
Published: (2009-03-01)

Scalable Robust Models Under Adversarial Data Corruption
by: Zhang, Xuchao
Published: (2019)

On the Effectiveness of Adversarial Training in Defending against Adversarial Example Attacks for Image Classification
by: Sanglee Park, et al.
Published: (2020-11-01)

Ancient mural restoration based on a modified generative adversarial network
by: Jianfang Cao, et al.
Published: (2020-01-01)

Attack Selectivity of Adversarial Examples in Remote Sensing Image Scene Classification
by: Li Chen, et al.
Published: (2020-01-01)

Multi-Style Unsupervised Image Synthesis Using Generative Adversarial Nets
by: Guoyun Lv, et al.
Published: (2021-01-01)

Aircraft Type Recognition in Remote Sensing Images Based on Feature Learning with Conditional Generative Adversarial Networks
by: Yuhang Zhang, et al.
Published: (2018-07-01)

A Novel Chaotic Block Image Encryption Algorithm Based on Deep Convolutional Generative Adversarial Networks
by: Pengfei Fang, et al.
Published: (2021-01-01)

Polarimetric SAR image classification using 3D generative adversarial network
by: Liu Lu, et al.
Published: (2021-01-01)

Hierarchical Adversarial Network for Human Pose Estimation
by: Ibrahim Radwan, et al.
Published: (2019-01-01)

All Your Fake Detector are Belong to Us: Evaluating Adversarial Robustness of Fake-News Detectors Under Black-Box Settings
by: Hassan Ali, et al.
Published: (2021-01-01)

Automatic Meniscus Segmentation Using Adversarial Learning-Based Segmentation Network with Object-Aware Map in Knee MR Images
by: Uju Jeon, et al.
Published: (2021-09-01)

3D Human Pose Estimation With Generative Adversarial Networks
by: Hailun Xia, et al.
Published: (2020-01-01)

Perspectives on Adversarial Classification
by: David Rios Insua, et al.
Published: (2020-11-01)

Cannot write session to /tmp/vufind_sessions/sess_8g67po1a71n9ofkqfa2dgqusoq