IJCNN2020

This repository contains samples of audio files used in:

Cross-Representation Transferability of Adversarial Attacks: From Spectrograms to Audio Waveforms

CODE

Follow the notebooks, from 0 to 6. The dataset (GTZan) is not included in the repository so you must download it from http://marsyas.info/downloads/datasets.html.

To listen to the reconstructed audio, open the listen notebook.

The load_test notebook is for testing the performances of the CNNs.

If any questions arise do not hesitate in contacting me at [email protected].

Name		Name	Last commit message	Last commit date
Latest commit History 12 Commits
paper		paper
papermp3		papermp3
.DS_Store		.DS_Store
0_GTzan-Create-Folds.ipynb		0_GTzan-Create-Folds.ipynb
1_GTzan-SegmentWavs.ipynb		1_GTzan-SegmentWavs.ipynb
2_GTzan-TrainValid_DataFiles_Save_frozen.ipynb		2_GTzan-TrainValid_DataFiles_Save_frozen.ipynb
2_GTzan-TrainValid_DataFiles_Save_frozen_stft.ipynb		2_GTzan-TrainValid_DataFiles_Save_frozen_stft.ipynb
3_GTzan_3f_CNN_2D_75w-Load-110250_frozen.ipynb		3_GTzan_3f_CNN_2D_75w-Load-110250_frozen.ipynb
3_GTzan_3f_CNN_2D_75w-Load-110250_frozen_stft.ipynb		3_GTzan_3f_CNN_2D_75w-Load-110250_frozen_stft.ipynb
4_generate_cleverhans_attacks_gtzan.ipynb		4_generate_cleverhans_attacks_gtzan.ipynb
5_attack_SNR_mf.ipynb		5_attack_SNR_mf.ipynb
5_attack_SNR_stft.ipynb		5_attack_SNR_stft.ipynb
6_save_wave_attack_mf.ipynb		6_save_wave_attack_mf.ipynb
6_save_wave_attack_stft.ipynb		6_save_wave_attack_stft.ipynb
README.md		README.md
listen_reconstructed_files.ipynb		listen_reconstructed_files.ipynb
load_test_CNN.ipynb		load_test_CNN.ipynb