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ResearchFormerly WizWand

Out-of-Distribution Detection on MOS benchmark

1.65FPR95 (iNaturalist)CMANegLabel

Evaluation results

Method	Links
CMANegLabel2025.03		1.65	99.62	16.84	96.36	27.65	93.11	33.58	91.64	19.93	95.13
NegLabel2025.03		2.3	99.37	23.23	95.14	39.85	90.98	46.49	89.64	27.97	93.78
m²-mixNegLabel2025.03		2.39	99.43	23.03	94.86	35.55	91.21	36.65	90.68	24.4	94.05
FLYPNegLabel2025.03		3.16	99.31	23.48	94.82	37.23	90.86	41.7	89.27	26.39	93.57
LoCoOpNegLabel2025.03		3.19	99.25	46.63	90.58	55.44	87.65	46.03	89.85	37.83	91.83
CoOpNegLabel2025.03		4.95	98.9	25.76	94.59	30.07	93.33	44.35	89.59	26.28	94.1
FFTODIN2025.03		19.05	96.38	39.24	90.75	46.93	88.52	52.89	85.93	39.53	90.4
m²-mixMCM2025.03		22.41	95.61	39.18	91.85	47.07	88.72	43.44	90.13	38.02	91.58
CMAMCM2025.03		22.95	95.65	40.01	91.78	48.83	88.41	44.93	89.87	39.18	91.43
LoCoOpMCM2025.03		23.08	95.46	33.39	93.25	40.74	90.52	40.75	91.14	34.49	92.59
CLIPN2025.03		23.94	95.27	26.17	93.93	33.45	92.28	40.83	90.93	31.1	93.1
FFTEnergy2025.03		24.46	95.62	58.98	84.77	59.92	83.89	55.6	84.45	49.74	87.18
FLYPMCM2025.03		24.86	94.35	39.81	90.58	47.92	87.16	41.19	89.34	38.44	90.36
CoOpMCM2025.03		26.37	94.49	35.23	92.59	43.29	89.67	41.47	90.62	36.59	91.84
LP-FTODIN2025.03		27.22	94.28	46.65	87.8	52.26	86	53.58	84.18	44.93	88.06
LPODIN2025.03		28.46	94.9	51.13	89.17	51.13	88.39	53.83	86.4	46.14	89.72
LP-FTEnergy2025.03		29.16	93.93	48.27	87.47	53.24	85.68	54.57	83.81	46.31	87.72
LPEnergy2025.03		31.09	94.48	58.42	86.95	65.9	83.68	75.48	78.23	57.72	85.83
MCM2025.03		32.28	94.4	39.33	92.28	44.94	89.83	57.98	85.99	43.63	90.63
LPMSP2025.03		41.61	90.87	67.03	81.07	66.03	81.25	62.82	81.46	59.37	83.66
LP-FTMSP2025.03		44.02	89.81	66.6	80.78	69.2	80.06	65.59	79.44	61.35	82.52
FFTMSP2025.03		51.66	87.87	70.55	79.86	71.77	79.42	70.82	78.42	66.2	81.39