notesum.ai

Published at December 10

Taylor Outlier Exposure

cs.CV

cs.LG

Released Date: December 10, 2024

Authors: Kohei Fukuda¹, Hiroaki Aizawa¹

Aff.: ¹Hiroshima University, Japan

Arxiv: http://arxiv.org/pdf/2412.07219v1

Refer to caption

Method	OOD Dataset
	SVHN		LSUN-R		LSUN-C		iSUN		Texture		Places365
	FPR95 $\downarrow$	AUROC $\uparrow$	FPR95 $\downarrow$	AUROC $\uparrow$	FPR95 $\downarrow$	AUROC $\uparrow$	FPR95 $\downarrow$	AUROC $\uparrow$	FPR95 $\downarrow$	AUROC $\uparrow$	FPR95 $\downarrow$	AUROC $\uparrow$
	$\pi=0.05$
OE	28.44	93.91	24.74	93.48	8.99	97.94	29.44	91.95	38.32	87.35	38.43	88.52
TaylorOE	15.11	96.99	4.89	98.82	1.71	99.60	5.71	98.73	22.19	94.98	18.66	95.76
	$\pi=0.1$
OE	13.08	97.00	13.86	96.84	5.35	98.79	15.92	96.34	23.68	92.53	28.65	91.94
TaylorOE	6.75	98.51	4.20	99.00	1.71	99.61	4.51	98.96	16.63	96.51	18.20	95.99
	$\pi=0.5$
OE	2.50	99.26	3.78	99.08	2.18	99.50	4.09	99.04	10.41	97.40	16.81	95.59
TaylorOE	2.11	99.26	2.55	99.25	1.78	99.57	2.52	99.26	8.07	98.31	14.27	96.69
	$\pi=0.75$
OE	1.76	99.37	2.47	99.28	1.76	99.55	2.62	99.28	8.05	98.12	14.60	96.32
TaylorOE	1.76	99.35	2.44	99.27	1.87	99.54	2.39	99.29	7.31	98.51	13.69	96.84
	$\pi=0.9$
OE	1.47	99.46	2.18	99.32	1.65	99.54	2.09	99.34	6.90	98.46	13.11	96.72
TaylorOE	1.39	99.41	2.20	99.31	1.78	99.55	2.01	99.34	6.64	98.65	12.77	96.96
	$\pi=1.0$
OE	1.40	99.45	2.17	99.32	1.61	99.56	2.06	99.33	6.23	98.68	12.40	97.03
TaylorOE	1.32	99.39	2.18	99.30	1.69	99.55	1.99	99.33	6.20	98.73	12.33	97.02