4 papers
Beyond Dry References: Learning Relative Audio Effects Representations via Contrastive Distance Learning
Xinlu Liu, Huibin Lin, Weixing Wei +1
Audio effects (Fx) representation learning plays a key role in intelligent music production, including automatic mixing and Fx style transfer. Existing methods typically rely on dr…
A Distribution Matching Approach to Neural Piano Transcription with Optimal Transport
Weixing Wei, Raynaldi Lalang, Dichucheng Li +1
This paper describes a novel paradigm that formalizes automatic piano transcription (APT) as an optimal transport (OT) problem, not as a frame-level multi-label binary classificati…
Efficient Transformer-Based Piano Transcription With Sparse Attention Mechanisms
Weixing Wei, Kazuyoshi Yoshii
This paper investigates automatic piano transcription based on computationally-efficient yet high-performant variants of the Transformer that can capture longer-term dependency ove…
Streaming Piano Transcription Based on Consistent Onset and Offset Decoding with Sustain Pedal Detection
Weixing Wei, Jiahao Zhao, Yulun Wu +1
This paper describes a streaming audio-to-MIDI piano transcription approach that aims to sequentially translate a music signal into a sequence of note onset and offset events. The…