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adversarialExamples-ParsevalNetworks

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@@ -32,15 +32,15 @@ Using adversarial examples, the project aims to improve the robustness and accur
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  #### Parseval Network
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- * [Orthogonality Constraint in Convolutional Layers](/src/models/Parseval_Networks/constraint.py)
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- * [Convexity Constraint in Aggregation Layers](/src/models/Parseval_Networks/convexity_constraint.py)
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  #### Convolutional Neural Network
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  #### Adversarial Examples
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  ##### Fast Gradient Sign Method
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- [Examples](src/visualization/Adversarial_Images.ipynb)
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  ### Evaluation
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  ``` bash
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- adversarial_examples_parseval_net/src/models
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  ├── FullyConectedModels
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  │   ├── model.py
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  │   └── parseval.py
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  ### Final Results:
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- * [The results of the first approach with FGSM](logs/AEModels/)
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- * [The results of the first approach with Random Noise](logs/RandomNoisemodels/)
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- * [The results of the second approach](logs/images)
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  References
 
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  #### Parseval Network
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+ * [Orthogonality Constraint in Convolutional Layers](https://huggingface.co/Sefika/parseval-network/blob/main/models/Parseval_Networks/constraint.py)
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+ * [Convexity Constraint in Aggregation Layers](https://huggingface.co/Sefika/parseval-network/blob/main/models/Parseval_Networks/convexity_constraint.py)
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  #### Convolutional Neural Network
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  #### Adversarial Examples
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  ##### Fast Gradient Sign Method
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+ [Examples](https://huggingface.co/Sefika/parseval-network/blob/main/visualization/Adversarial_Images.ipynb)
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  ### Evaluation
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  ``` bash
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+ adversarial_examples_parseval_net/models
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  ├── FullyConectedModels
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  │   ├── model.py
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  │   └── parseval.py
 
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  ### Final Results:
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+ * [The results of the first approach with FGSM](https://huggingface.co/Sefika/parseval-network/tree/main/logs/AEModels)
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+ * [The results of the first approach with Random Noise](https://huggingface.co/Sefika/parseval-network/tree/main/logs/RandomNoisemodels)
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+ * [The results of the second approach](https://huggingface.co/Sefika/parseval-network/tree/main/logs)
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  References