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Benchmarks
Interpretation for Audio Classification on UrbanSound8K STFT-Masking, LJ-Speech contamination (test)
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38.74
Attribution Importance (AI)
GradCam++
20.7896
25.4498
30.11
34.7702
May 27, 2024
Attribution Importance (AI)
Attribution Deviation (AD)
Attribution Gain (AG)
F1 Score (FF)
Fidelity (Input)
Seconds Per Sample (SPS)
Complexity Score (COMP)
Misclassification Rate (MM)
Updated 4d ago
Evaluation Results
Method
Method
Links
Attribution Importance (AI)
Attribution Deviation (AD)
Attribution Gain (AG)
F1 Score (FF)
Fidelity (Input)
Seconds Per Sample (SPS)
Complexity Score (COMP)
Misclassification Rate (MM)
GradCam++
mode=zero-shot
2024.05
38.74
11.53
17.95
76
76
0.37
12.47
40
LMAC-ZS
mode=zero-shot, varian...
2024.05
35.96
15.91
18.33
68
67
0.63
11.92
7
IG
mode=zero-shot
2024.05
34.57
20.43
26.1
69
60
0.74
11.59
1
SmoothGrad
mode=zero-shot
2024.05
34.35
19.43
24.32
76
62
0.52
12.11
0
LMAC-ZS
mode=zero-shot, varian...
2024.05
32.51
13.79
15.77
72
74
0.79
10.99
2
GradCam
mode=zero-shot
2024.05
21.48
28.71
14.13
76
45
0.69
11.74
19
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