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That said, you can download a 30 day trial version of Melodyne, and you can buy a 30 day trial version of Widi for $30 US. Widi’s conversion was completely nonsensical - but maybe I was doing something wrong. I my experiments, Melodyne did a somewhat crude transcription of a piano piece - but it needed a lot of work before it could be made accurate. Both advertise the ability to handle polyphonic material.

I’ve recently been mucking around with two different “audio to midi” applications - Melodyne & Widi - with rather limited success.
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the overtones/harmonics - how to handle even the slightest shifts in tempo, etc, etc, etc, But it’s the details which are immensely complicated - how do you determine which is the fundamental note vs. The crude basics are simple enough - you mathematically analyze the audio and figure out which frequencies are in the source.
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They present a few (really just one) possible solutions that I could try to implement (a loss function that takes entanglement into account). AnthemScore is the leading software for automatic music transcription. Entanglement is the current glass ceiling problem for framewise neural network music transcription.

YIN, a fundamental frequency estimator for speech and music - building off autocorrelation which produces an f0 estimator with even less error. A quick visual introduction to the automatic music transcription and editing features in AnthemScore 4.5.0.It would be cool to see if/how I could extend this. I wish there were more results shown with metrics like accuracy, but the work seemed clear. Really cool paper for transcribing music using NMF - very simple.
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In this paper, we plan to build on these works by implementing a novel system to automatically transcribe polyphonic music with an artificial neural network model. There has been a multitude of recent research on using deep learning for music & audio generation and classification. Wav2mid: Polyphonic Piano Music Transcription with Deep Neural Networks Thesis by Jonathan Sleep for MS in CSC CalPoly Abstract / Intro Buy Sibelius Audioscore Ultimate Audio Transcribing Software Add-On (Download) featuring Turn Recording/Performance into a Score, Transcribe CD Tracks.
