E-GMD

Expanded Groove MIDI dataset (E-GMD) is an automatic drum transcription (ADT) dataset that contains 444 hours of audio from 43 drum kits, making it an order of magnitude larger than similar datasets, and the first with human-performed velocity annotations.

Source: Improving Perceptual Quality of Drum Transcription with the Expanded Groove MIDI Dataset