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lemonzi avatar lemonzi commented on September 14, 2024 1

It'll probably be easier to find annotations in MIDI, there are not that
many people transcribing melodies with Lilypond. The issue is usually to
align the annotations to the audio; in speech recognition it's common to
learn the alignment as well as the phoneme discrimination. Datasets from
the MIREX challenges are probably a good starting point for the search.

El dg., 18 set. 2016 a les 6:45, bhack ([email protected]) va
escriure:

It could be really interesting to train with singing solo tracks and
Lilypond
http://lilypond.org/doc/v2.19/Documentation/notation/common-notation-for-vocal-music.
But probably could be too hard to collect a datest handing copyrights
issues.


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basveeling avatar basveeling commented on September 14, 2024 1

Take a look at MedleyDB, they have F0 annotations for individual stems for a couple hundred songs if I remember correctly:
http://medleydb.weebly.com/

Edit:
SonicVisualizer is also a great tool to get annotation data (f0 ground truth, chord estimates, etc) from audio.

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bhack avatar bhack commented on September 14, 2024

There is a Lilypond archive called Mutopia project but it is for classical music.
Probably for singing could trained using GT from
Mirex Voice Separation

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sertansenturk avatar sertansenturk commented on September 14, 2024

Another possible option is to contact audio-lyrics alignment people who are working in a capella singing voice.

I'm not familiar if there are any easy-to-reach datasets but @georgid might help you guys pinpointing some. In fact he has a dataset too (https://github.com/MTG/turkish-makam-acapella-sections-dataset), but I'm not sure if the size is adequate and the music style is too specific for your preferences...

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woodshop avatar woodshop commented on September 14, 2024

Adding to @lemonzi's suggestion, I recommend checking out @craffel's recently released Lakh MIDI Dataset. It provides a large set of MIDI files that have been aligned to songs in the Million Song Dataset.

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bhack avatar bhack commented on September 14, 2024

/cc @osageev

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georgid avatar georgid commented on September 14, 2024

If you need only f0-annotations, then I can add to the already suggested ones:
RWC (annotations in MIDI) and iKala datasets.
Maybe the only dataset big enough for DNNs, which is NOT annotated, but might be worth trying doing it, is: DAMP

If you need lyrics annotations as well have a look at this list:
https://docs.google.com/document/d/1PAIshZ6ZpAl7ad2GiiT6Y3wFyrfFkSj4f0wok6yN4j0/edit?usp=sharing

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shiba24 avatar shiba24 commented on September 14, 2024

Hi,
I just tried training on bird's "song", which is commonly used for the study of language in neuroscience, and it seems learning really nicely. :)
I wrote simple background and results on my repo (https://github.com/shiba24/birdsong-generation-project). Although this is not human song or music, any feedback and/or comments will be welcomed if you kindly though it's interesting! Thank you.

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bhack avatar bhack commented on September 14, 2024

https://arxiv.org/abs/1704.03809 and http://www.dtic.upf.edu/~mblaauw/IS2017_NPSS/

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