Lyric alignment in popular songs - PowerPoint PPT Presentation

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Lyric alignment in popular songs

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Tone heights. 1 octaves with 12 semitones. 0.3. 0.5. 0.1. 0.7 ... Music notation sequence. Word sequence. Word self-similarity matrix. Mapping. Aligning ... – PowerPoint PPT presentation

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Title: Lyric alignment in popular songs


1
Lyric alignment in popular songs
  • Luong Minh Thang

2
Outline
  • Project description techniques
  • Some important knowledge
  • Base-line system

3
Outline
  • Project description techniques
  • Some important knowledge
  • Base-line system

4
Project description
  • Given
  • textual transcription of lyrics
  • acoustic musical signal
  • of a song
  • Purpose find the timestamps for the beginning
    and ending points for each line of the song.

5
Techniques to be investigated
  • A repetition based technique for detecting
    self-similarities in both the audio and the text
  • Dynamic programming (also known as dynamic time
    warping) will be employed to align the repetition
    analysis of both media together to produce an
    alignment

6
Outline
  • Project description techniques
  • Some important knowledge
  • Base-line system

7
Chroma vectors
0.3
0.5
0.1
0.7
8
Dynamic time warping algorithm
  • Actually, dynamic programming

9
Word similarity using phoneme dictionary
  • Using CMU phoneme dictionary
  • Each word is decomposed into phoneme sequence
  • ALIGNMENT AH0 L AY1 N M AH0 N T
  • ALGORITHMS AE1 L G ER0 IH2 DH AH0 M Z
  • Similarity of 2 words is the similarity of the 2
    phoneme sequences

10
Outline
  • Project description techniques
  • Some important knowledge
  • Base-line system

11
Base-line system overview
Musical signal input
Text input
Music notation sequence
Word sequence
Word self-similarity matrix
Symbol Self-similarity matrix
12
Base-line system overview
Musical signal input
Text input
Music notation sequence
Word sequence
Word self-similarity matrix
Symbol Self-similarity matrix
13
Base-line system overview
Musical signal input
Text input
Music notation sequence
Word sequence
Word self-similarity matrix
Symbol Self-similarity matrix
14
Base-line system overview
Musical signal input
Text input
Music notation sequence
Word sequence
Symbol Self-similarity matrix
Word self-similarity matrix
15
Base-line system overview
Musical signal input
Text input
Music notation sequence
Word sequence
Symbol Self-similarity matrix
Word self-similarity matrix
16
  • Thank you !
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