A survey on adversarial deep learning robustness in medical image analysis
KD Apostolidis, GA Papakostas - Electronics, 2021 - mdpi.com
In the past years, deep neural networks (DNN) have become popular in many disciplines
such as computer vision (CV), natural language processing (NLP), etc. The evolution of …
such as computer vision (CV), natural language processing (NLP), etc. The evolution of …
Digital watermarking as an adversarial attack on medical image analysis with deep learning
KD Apostolidis, GA Papakostas - Journal of Imaging, 2022 - mdpi.com
In the past years, Deep Neural Networks (DNNs) have become popular in many disciplines
such as Computer Vision (CV), and the evolution of hardware has helped researchers to …
such as Computer Vision (CV), and the evolution of hardware has helped researchers to …
How resilient are deep learning models in medical image analysis? The case of the moment-based adversarial attack (Mb-AdA)
In the past years, deep neural networks (DNNs) have become popular in many disciplines
such as computer vision (CV). One of the most important challenges in the CV area is …
such as computer vision (CV). One of the most important challenges in the CV area is …
Addressing the false negative problem of deep learning MRI reconstruction models by adversarial attacks and robust training
Deep learning models have been shown to be successful in accelerating MRI
reconstruction, over traditional methods. However, it has been observed that these methods …
reconstruction, over traditional methods. However, it has been observed that these methods …
Adversarial robust training of deep learning MRI reconstruction models
Deep Learning (DL) has shown potential in accelerating Magnetic Resonance Image
acquisition and reconstruction. Nevertheless, there is a dearth of tailored methods to …
acquisition and reconstruction. Nevertheless, there is a dearth of tailored methods to …
Addressing The False Negative Problem of MRI Reconstruction Networks by Adversarial Attacks and Robust Training
Deep learning models have been shown to be successful in accelerating MRI
reconstruction, over traditional methods. However, it has been observed that these methods …
reconstruction, over traditional methods. However, it has been observed that these methods …