Download presentation
Presentation is loading. Please wait.
Published byElfrieda Glenn Modified over 9 years ago
1
Enabling Access to Sound Archives through Integration, Enrichment and Retrieval Report about polyphonic music transcription
2
Coordinating meeting, Nice, November Project #033902 What is Automatic Music Transcription Transcription Play/Synthesis
3
Coordinating meeting, Nice, November Project #033902 Key technologies of polyphonic music transcription Music onset detection Polyphonic music transcription
4
Coordinating meeting, Nice, November Project #033902 A particular time-frequency analysis tool: Resonator Time-frequency Image (RTFI) Computation-efficient implemented by the first-order complex resonator filter bank development of multi-resolution fast implementation A uniform Framework of TF analysis for music signal unlike Cohen’s class and Affine class, RTFI is not limited to either constant-band or constant-Q by simply setting several parameters, the RTFI can implement different TF analysis such as constant-band, constant-Q and ear- like TF analysis a frequency-dependent time-frequency analysis
5
Coordinating meeting, Nice, November Project #033902 Music Onset Detection What is music onset detection detection of the instant when a new event begins in acoustical signal hard Onset (fast transition with big energy change) soft Onset (slow transition with small energy change) How human detect onset energy change pitch change timbre change
6
Coordinating meeting, Nice, November Project #033902 Onset detection method in EASAIER Time-Frequency Processing : incorporating psychoacoustics knowledge about loudness perception making energy-change and pitch-change as clear as possible Detection Algorithms: detecting onsets by both energy and pitch change clues
7
Coordinating meeting, Nice, November Project #033902 Problems in Polyphonic Pitch Estimation Harmonic components of different music notes may overlap In-harmonic: some music instrument have inharmonic timbre
8
Coordinating meeting, Nice, November Project #033902 Polyphonic Pitch Estimation Method in EASAIER 5 Steps: 1)Performing RTFI analysis 2)Extracting harmonic components 3)Making preliminary estimation of possible pitches 4)Cancelling the extra pitches by checking harmonic components ( simple timbre model) 5)Checking pitch candidates by spectral smoothing principle
9
Coordinating meeting, Nice, November Project #033902 Compared with other state-of-art methods MIREX 2007 Evaluation Music onset detection According to the overall performance, our method wins this contest Polyphonic pitch estimation (Multiple-F0 estimation task) our method performed third best in the submitted 16 methods. The performance differences between our method and the first and second best method are minor. but most computationally efficient, about 10 time faster than the first best method, and 100 time faster than the second best method
10
Coordinating meeting, Nice, November Project #033902 Future plan To develop the method for note offset detection To estimate the note duration time To improve and evaluate the automation music transcription system To apply the transcription system assisting the other functionalities such as content-based music retrieval
Similar presentations
© 2025 SlidePlayer.com. Inc.
All rights reserved.