基底変形型教師ありNMFによる実楽器信号分離 (in Japanese)

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基基基基基基基基基 NMF 基基基 基基基基基基基 基基基基基基基基基基基基基 基基基基 基基基 基基基基 基基基基基基基 基基基基 基基基 Signal separation for real instruments based on supervised NMF with basis deformation

Transcript of 基底変形型教師ありNMFによる実楽器信号分離 (in Japanese)

  1. 1. NMF Signal separation for real instruments based on supervised NMF with basis deformation
  2. 2. 2
  3. 3. [Lee, 1999] 3
  4. 4. Time [sec] Frequency[Hz] Nonnegative Matrix Factorization (NMF) 4
  5. 5. Time [sec] Frequency[Hz] Nonnegative Matrix Factorization (NMF) 5
  6. 6. NMF [, 2010] 6
  7. 7. NMF [, 2010] 7
  8. 8. NMF [, 2010] 8 Ex.
  9. 9. NMF 9
  10. 10. NMF 10
  11. 11. NMF 11
  12. 12. NMF 12 Amplitude Frequency
  13. 13. NMF 13 30%
  14. 14. NMF 14
  15. 15. NMF 15
  16. 16. NMF 16
  17. 17. NMF NMF 17
  18. 18. NMF 18
  19. 19. NMF 19
  20. 20. NMF 20 ( KL divergence )
  21. 21. NMF 21 ( KL divergence )
  22. 22. NMF 22 ( KL divergence )
  23. 23. NMF 23 Fl. Cl. 2 Fl. Cl. MIDI 2 STFT 92.9 msec, : 46.4 msec 100 50 0.3 500, 400 SDR, SIR, SAR (10)
  24. 24. 24 SDR SIR SAR
  25. 25. Fl. Cl. SDR SAR SIR NMF 25 SDR SIR SAR SDR SIR SAR Flute 5.3 13.4 6.2 7.6 16.4 8.4 Clarinet 7.2 21.1 7.4 8.9 16.9 9.9 SDR SIR SAR
  26. 26. NMF 26 Fl. Cl. Fl. Fl. Fl.
  27. 27. NMF 27