scholarly journals Detect and defense against adversarial examples in deep learning using natural scene statistics and adaptive denoising

2021 ◽  
Author(s):  
Anouar Kherchouche ◽  
Sid Ahmed Fezza ◽  
Wassim Hamidouche
Keyword(s):  
Deep Learning ◽  
Natural Scene ◽  
Natural Scene Statistics ◽  
Adversarial Examples ◽  
Adaptive Denoising

scholarly journals Convolutional Neural Network for the Semantic Segmentation of Remote Sensing Images

2021 ◽  
Vol 26 (1) ◽  
pp. 200-215
Author(s):  
Muhammad Alam ◽  
Jian-Feng Wang ◽  
Cong Guangpei ◽  
LV Yunrong ◽  
Yuanfang Chen
Keyword(s):  
Neural Network ◽  
Remote Sensing ◽  
Neural Networks ◽  
Image Processing ◽  
Deep Learning ◽  
Semantic Segmentation ◽  
Natural Scene ◽  
Remote Sensing Images ◽  
Advantages And Disadvantages ◽  
Target Segmentation

AbstractIn recent years, the success of deep learning in natural scene image processing boosted its application in the analysis of remote sensing images. In this paper, we applied Convolutional Neural Networks (CNN) on the semantic segmentation of remote sensing images. We improve the Encoder- Decoder CNN structure SegNet with index pooling and U-net to make them suitable for multi-targets semantic segmentation of remote sensing images. The results show that these two models have their own advantages and disadvantages on the segmentation of different objects. In addition, we propose an integrated algorithm that integrates these two models. Experimental results show that the presented integrated algorithm can exploite the advantages of both the models for multi-target segmentation and achieve a better segmentation compared to these two models.

scholarly journals Explaining the Rationale of Deep Learning Glaucoma Decisions with Adversarial Examples

Ophthalmology ◽  
2021 ◽  
Vol 128 (1) ◽  
pp. 78-88
Author(s):  
Jooyoung Chang ◽  
Jinho Lee ◽  
Ahnul Ha ◽  
Young Soo Han ◽  
Eunoo Bak ◽  
...  
Keyword(s):  
Deep Learning ◽  
Adversarial Examples

3D Visual Activity Assessment Based on Natural Scene Statistics

2014 ◽  
Vol 23 (1) ◽  
pp. 450-465 ◽  
Author(s):  
Kwanghyun Lee ◽  
Anush Krishna Moorthy ◽  
Sanghoon Lee ◽  
Alan Conrad Bovik
Keyword(s):  
Natural Scene ◽  
Natural Scene Statistics ◽  
Visual Activity ◽  
Activity Assessment
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