The Tunebot dataset contains 10000 recordings of people singing fragments of melodies from many songs. To get access to the Tunebot dataset, please give us your email and a description of how you're looking to use the dataset. Thanks!
You can try Tunebot at
tunebot.cs.northwestern.edu.