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CarlSouthall / Player-Vs-Transcriber

Player Vs Transcriber Automatic Drum Transcription Model
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Player-Vs-Transcriber

An open source implementation of the player vs transcriber (PvT) model proposed in [1].

The player model contains a CNN [1], the transcriber model utilises a cnnSA3F5 [1,2] and the example data is from [3].

Licenses

Code

This code is published under the BSD license which allows redistribution and modification as long as the copyright and disclaimers are contained.

Data

The example data is taken from the MDB Drums dataset [3] which is published under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.

The full license information can be found on the license page.

Required Packages

• numpy
• tensorflow
• matplotlib

References

[1] C. Southall, R. Stables and J. Hockman, Player Vs Transcriber: A Game Approach To Data Manipulation For Automatic Drum Transcription, Proceedings of the 19th International Society for Music Information Retrieval Conference (ISMIR), Paris, France, 2018.
[2] C. Southall, R. Stables and J. Hockman, Improving Peak-Picking Using Multiple Time-step Loss Functions, Proceedings of the 19th International Society for Music Information Retrieval Conference (ISMIR), Paris, France, 2018.
[3] C. Southall, C. Wu, A. Lerch, J. Hockman, MDB Drums - An Annotated Subset of MedleyDB for Automatic Drum Transcription, Proceedings of the 18th International Society for Music Information Retrieval Conference (ISMIR), Suzhou, China, 2017.