KNOWLEDGE TRANSFER FROM WEAKLY LABELED AUDIO USING CONVOLUTIONAL NEURAL NETWORK FOR SOUND EVENTS AND SCENES. pdf

Authors: Anurag Kumar, Maksim Khadkevich, Christian Fügen


Area Under ROC Curves (AUC)

average Precision

Figure compared AP of \(\mathcal{N}_S\) and \(\mathcal{N}_S^{slat}\). The Index of sound events 1 to 50 is shown below. The first column is Index in the above figure, second is the event id (magenta) as used in Audioset dataset and third (blue) is sound event name

1    /m/05tny_   Bark
2    /t/dd00005   Child singing
3    /m/07bgp   Sheep
4    /m/0hsrw   Sailboat- sailing ship
5    /m/0145m   Afrobeat
6    /m/0gg8l   Bluegrass
7    /m/07c6l   Trombone
8    /m/034srq   Waves- surf
9    /m/056ks2   Rowboat- canoe- kayak
10    /m/06w87   Steel guitar- slide guitar
11    /m/0fd3y   Ambient music
12    /m/0j6m2   Stream
13    /t/dd00038   Rain on surface
14    /m/01hgjl   Scratching (performance technique)
15    /m/0mkg   Accordion
16    /m/07qjznl   Tick-tock
17    /m/0164x2   Music of Africa
18    /m/0g12c5   Distortion
19    /m/07r_25d   Coo
20    /m/0gywn   Soul music
21    /m/0199g   Bicycle
22    /m/013y1f   Organ
23    /m/02k_mr   Drum roll
24    /m/0cmf2   Fixed-wing aircraft- airplane
25    /m/05rwpb   Independent music
26    /m/06_fw   Skateboard
27    /m/0g6b5   Fireworks
28    /m/06ncr   Saxophone
29    /m/07qlf79   Spray
30    /m/02mscn   Christian music
31    /m/02v2lh   New-age music
32    /m/03vt0   Insect
33    /m/012ndj   Fire engine- fire truck (siren)
34    /m/06cqb   Reggae
35    /m/07pkxdp   Lullaby
36    /m/0j45pbj   Mallet percussion
37    /m/0_ksk   Power tool
38    /m/03k3r   Horse
39    /m/07rv9rh   Clip-clop
40    /m/05kq4   Ocean
41    /m/0cfdd   Drum machine
42    /m/01z7dr   Video game music
43    /m/01m4t   Printer
44    /m/06mb1   Rain
45    /m/07qcpgn   Tap
46    /m/083vt   Wood
47    /m/05fw6t   Music for children
48    /m/0dl5d   Progressive rock
49    /m/04qvtq   Police car (siren)
50    /m/0y4f8   Vocal music