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/03j1ly   Emergency vehicle
2    /m/085jw   Wind instrument- woodwind instrument
3    /t/dd00066   Medium engine (mid frequency)
4    /m/07pb8fc   Idling
5    /m/025rv6n   Fowl
6    /m/09b5t   Chicken- rooster
7    /m/020bb7   Bird vocalization- bird call- bird song
8    /m/018vs   Bass guitar
9    /m/03lty   Heavy metal
10    /t/dd00092   Wind noise (microphone)
11    /m/0ltv   Race car- auto racing
12    /m/03mb9   House music
13    /m/0l14gg   Soundtrack music
14    /m/0l14jd   Choir
15    /t/dd00127   Inside- public space
16    /m/03m9d0z   Wind
17    /m/06rvn   Snare drum
18    /m/0ggq0m   Classical music
19    /t/dd00003   Male singing
20    /m/04_sv   Motorcycle
21    /m/01kcd   Brass instrument
22    /m/028v0c   Silence
23    /m/0glt670   Hip hop music
24    /t/dd00004   Female singing
25    /m/02rlv9   Motorboat- speedboat
26    /m/07k1x   Tools
27    /m/0c1dj   Sound effect
28    /m/01g50p   Railroad car- train wagon
29    /m/05pd6   Orchestra
30    /m/06by7   Rock music
31    /m/03kmc9   Siren
32    /m/02zsn   Female speech- woman speaking
33    /m/0h0rv   Pigeon- dove
34    /m/064t9   Pop music
35    /m/0838f   Water
36    /m/012f08   Motor vehicle (road)
37    /m/06d_3   Rail transport
38    /m/0bm02   Bass drum
39    /m/07sbbz2   Rock and roll
40    /m/0l14_3   Bowed string instrument
41    /m/03qtwd   Crowd
42    /m/05148p4   Keyboard (musical)
43    /m/07r04   Truck
44    /m/05r5c   Piano
45    /m/0ytgt   Child speech- kid speaking
46    /m/02sgy   Electric guitar
47    /m/07q2z82   Accelerating- revving- vroom
48    /m/07jdr   Train
49    /m/019jd   Boat- Water vehicle
50    /m/0bt9lr   Dog