Zero-shot Audio Classification Explanation on ESC50 contamination benchmark leaderboard · SOTA2 Research

Zero-shot Audio Classification Explanation on ESC50 contamination

39.4AILMAC-ZS

Evaluation Results

Method	Links
LMAC-ZS2024.05		39.4	8.28	11.81	0.69	0.8	0.67	11.79	0.09
LMAC-ZS2024.05		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-ZS2024.05		25.77	17.79	9.67	0.63	0.63	0.61	11.96	0.04
LMAC-ZS2024.05		25.73	15.9	7.23	0.66	0.62	0.72	11.47	0.05
GradCam2024.05		24.93	22.91	12.78	0.67	0.5	0.7	11.72	0.18
LMAC-ZS2024.05		24.38	20.69	11.29	0.43	0.56	0.8	9.26	0.11
GradCam2024.05		23.77	25.25	12.24	0.69	0.49	0.69	11.73	0.17
LMAC-ZS2024.05		20.43	21.57	9.71	0.42	0.54	0.82	9.08	0.15
LMAC-ZS2024.05		19.25	24.3	8.83	0.4	0.49	0.81	9.18	0.13
IG2024.05		16.37	25.67	7.21	0.7	0.51	0.71	11.73	0.011
IG2024.05		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
SmoothGrad2024.05		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
SmoothGrad2024.05		9.18	29.6	3.91	0.67	0.4	0.53	12.05	0
LMAC-ZS2024.05		8.95	30.55	3.69	0.38	0.35	0.86	8.79	0.1
GradCam2024.05		6.78	40.71	3.13	0.29	0.19	0.69	9.66	0.18
GradCam2024.05		6.5	39.05	3.06	0.33	0.2	0.7	9.66	0.18
SmoothGrad2024.05		0.63	47.4	0.17	0.03	0.02	0.28	10.55	0.04
SmoothGrad2024.05		0.62	48.55	0.13	0.024	0.022	0.29	10.54	0.039
IG2024.05		0.55	48.88	0.091	0.073	0.02	0.56	10.13	0.039
IG2024.05		0.53	47.7	0.1	0.1	0.01	0.56	10.12	0.04