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Zero-shot Audio Classification Explanation on ESC50 contamination

39.4AI

LMAC-ZS

Updated 1mo ago

Evaluation Results

Method	Links
LMAC-ZS 2024.05		39.4	8.28	11.81	0.69	0.8	0.67	11.79	0.09
LMAC-ZS 2024.05		35.65	12.23	13.04	0.69	0.74	0.53	12.18	0.09
GradCam++ 2024.05		34.13	12.24	10.84	0.67	0.72	0.41	12.44	0.34
GradCam++ 2024.05		29.52	14.84	10.17	0.7	0.7	0.39	12.48	0.35
LMAC-ZS 2024.05		25.77	17.79	9.67	0.63	0.63	0.61	11.96	0.04
LMAC-ZS 2024.05		25.73	15.9	7.23	0.66	0.62	0.72	11.47	0.05
GradCam 2024.05		24.93	22.91	12.78	0.67	0.5	0.7	11.72	0.18
LMAC-ZS 2024.05		24.38	20.69	11.29	0.43	0.56	0.8	9.26	0.11
GradCam 2024.05		23.77	25.25	12.24	0.69	0.49	0.69	11.73	0.17
LMAC-ZS 2024.05		20.43	21.57	9.71	0.42	0.54	0.82	9.08	0.15
LMAC-ZS 2024.05		19.25	24.3	8.83	0.4	0.49	0.81	9.18	0.13
IG 2024.05		16.37	25.67	7.21	0.7	0.51	0.71	11.73	0.011
IG 2024.05		15.55	27.15	6.51	0.66	0.46	0.73	11.67	0.01
GradCam++ 2024.05		12.85	32.81	6.5	0.47	0.32	0.41	10.36	0.35
SmoothGrad 2024.05		11.8	30.63	5.15	0.7	0.42	0.52	12.06	0.0002
GradCam++ 2024.05		9.82	35.81	4.53	0.42	0.29	0.39	10.4	0.35
SmoothGrad 2024.05		9.18	29.6	3.91	0.67	0.4	0.53	12.05	0
LMAC-ZS 2024.05		8.95	30.55	3.69	0.38	0.35	0.86	8.79	0.1
GradCam 2024.05		6.78	40.71	3.13	0.29	0.19	0.69	9.66	0.18
GradCam 2024.05		6.5	39.05	3.06	0.33	0.2	0.7	9.66	0.18
SmoothGrad 2024.05		0.63	47.4	0.17	0.03	0.02	0.28	10.55	0.04
SmoothGrad 2024.05		0.62	48.55	0.13	0.024	0.022	0.29	10.54	0.039
IG 2024.05		0.55	48.88	0.091	0.073	0.02	0.56	10.13	0.039
IG 2024.05		0.53	47.7	0.1	0.1	0.01	0.56	10.12	0.04