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nice post! I'm working on tempo detection with deep networks atm and found the synthesis section very helpful. I'm wondering if you read many of the recent publ
by BookPage 7y ago
nice post! I'm working on tempo detection with deep networks atm and found the synthesis section very helpful. I'm wondering if you read many of the recent publications on pitch detection + deep learning to guide your model building. At least for tempo detection there's an abundance of material there to use as starting points which can help bootstrap the network build.
- zeroxfe 7y agoI didn't look very hard for deep learning approaches to pitch detection, mainly because I was really interested in chord recognition (which is a far more interesting problem, IMO.) I didn't find any good research here (would love pointers.) I did though spend a lot of time studying non-DL approaches to pitch-detection, mainly because I wanted better real-time performance for my game Pitchy Ninja (https://pitchy.ninja https://pitchy.ninja).
- BookPage 7y agoYeah chord recognition is a much meatier problem for sure. Anything where the pitch signal gets is blended with others is pretty cool. I haven't dived deep into pitch work yet, but this[1] is a fairly solid recent review paper that I followed with good results for tempo stuff. [1] https://arxiv.org/abs/1905.00078 https://arxiv.org/abs/1905.00078
- jimhefferon 7y agoVery interesteing. I have long wondered: if I have the sheet music, is tempo detection good enough that it can follow along on the sheet?