amtsai96 / LoopGenreClassifier

Music Loops Genre Classifier CNN

Loops Genre Classifier

Music Loop Genre Classification with CNN

Environment

• Python 3.7
• Tensorflow 1.14.0
• Keras 2.2.5
• Librosa 0.6.3
• Numpy 1.16.4
• Pandas 0.24.2
• Seaborn 0.9.0
• Matplotlib 3.1.0

Dataset

• Loop Music on Looperman.com (grouped by genres).
• Data information in looperman_dataset_info folder.
• You can plot your data information with plot_data_info.py.

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You may need to prepare ...

• account.xlsx a file to list your account and passwords (to log in semi-automatically)
• chromedriver

Loop Data Crawler

• To Crawl loops, run python loop_crawler.py. (Remember to change the data path in the file)
• get_url_of_first_page.py can get the urls on the first page of a specific genre.

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Loop Data Genre Classifier

• gen_dataset.py is for generating Mel-Spectrogram and dataset text files.
• Run the code python CNN_train.py to train the model.