Rank	Training	Postprocessor	Near-OOD AUROC	Far-OOD AUROC	ID Accuracy	Outlier Data	Model Arch.	Additional Description
1	PixMix	RMDS	61.91	65.43	49.36	✗	ResNet18	90 epochs
2	CrossEntropy	Gram	61.23	65.26	43.92	✗	ResNet18	90 epochs
3	DeepAugment	RMDS	60.78	66.19	49.69	✗	ResNet18	90 epochs
4	AugMix	RMDS	59.43	66.67	46.28	✗	ResNet18	90 epochs
5	PixMix	KLM	59.42	71.19	49.36	✗	ResNet18	90 epochs
6	RandAugment	RMDS	59.26	66.22	45.85	✗	ResNet18	90 epochs
7	StyleAugment	RMDS	59.26	62.43	48.42	✗	ResNet18	90 epochs
8	StyleAugment	KLM	59.10	67.78	48.42	✗	ResNet18	90 epochs
9	RegMixup	RMDS	58.87	63.25	46.60	✗	ResNet18	90 epochs
10	MCD	MCD	58.63	65.07	43.95	✓	ResNet18	90 epochs
11	AugMix	KLM	58.62	69.71	46.28	✗	ResNet18	90 epochs
12	CrossEntropy	RMDS	58.59	66.62	43.92	✗	ResNet18	90 epochs
13	RegMixup	KLM	57.94	68.41	46.60	✗	ResNet18	90 epochs
14	RandAugment	KLM	57.53	68.35	45.85	✗	ResNet18	90 epochs
15	DeepAugment	KLM	57.44	68.37	49.69	✗	ResNet18	90 epochs
16	CrossEntropy	KLM	57.28	68.56	43.92	✗	ResNet18	90 epochs
17	CrossEntropy	AdaSCALE-A	57.07	75.60	43.92	✗	ResNet18	90 epochs
18	StyleAugment	MSP	56.87	68.99	48.42	✗	ResNet18	90 epochs
19	CrossEntropy	AdaSCALE-L	56.65	76.16	43.92	✗	ResNet18	90 epochs
20	OE	MSP	56.58	60.80	44.29	✓	ResNet18	90 epochs
21	DeepAugment	MSP	56.41	68.17	49.69	✗	ResNet18	90 epochs
22	CrossEntropy	SCALE	56.27	74.82	43.92	✗	ResNet18	90 epochs
23	RegMixup	MSP	56.26	68.36	46.60	✗	ResNet18	90 epochs
24	PixMix	MSP	55.16	69.08	49.36	✗	ResNet18	90 epochs
25	RandAugment	MSP	54.94	67.55	45.85	✗	ResNet18	90 epochs
26	CrossEntropy	ASH	54.74	75.48	43.92	✗	ResNet18	90 epochs
27	CrossEntropy	SHE	54.73	70.47	43.92	✗	ResNet18	90 epochs
28	AugMix	MSP	54.73	67.28	46.28	✗	ResNet18	90 epochs
29	CrossEntropy	GradNorm	54.41	69.01	43.92	✗	ResNet18	90 epochs
30	CrossEntropy	MSP	54.35	66.11	43.92	✗	ResNet18	90 epochs
31	ARPL	ARPL	53.67	66.09	40.65	✗	ResNet18	90 epochs
32	CrossEntropy	TempScale	53.46	66.04	43.92	✗	ResNet18	90 epochs
33	CrossEntropy	fDBD	53.38	71.26	43.92	✗	ResNet18	90 epochs
34	ConfBranch	ConfBranch	52.97	72.34	43.72	✗	ResNet18	90 epochs
35	CrossEntropy	MDS	52.62	68.00	43.92	✗	ResNet18	90 epochs
36	UDG	MSP	52.25	64.69	33.26	✓	ResNet18	90 epochs
37	MixOE	MSP	52.06	60.66	42.97	✓	ResNet18	90 epochs
38	LogitNorm	MSP	51.92	72.42	44.20	✗	ResNet18	90 epochs
39	T2FNorm	T2FNorm	51.88	73.53	45.00	✗	ResNet18	90 epochs
40	ReweightOOD	MDS	51.68	78.31	/	✗	ResNet18	90 epochs
41	CrossEntropy	GEN	51.59	65.46	43.92	✗	ResNet18	90 epochs
42	CrossEntropy	i-ODIN	51.37	65.31	43.91	✗	ResNet18	90 epochs
43	CIDER	KNN	51.34	68.25	/	✗	ResNet18	90 epochs
44	CrossEntropy	MLS	51.30	65.24	43.92	✗	ResNet18	90 epochs
45	CrossEntropy	VIM	51.22	73.19	43.92	✗	ResNet18	90 epochs
46	CrossEntropy	DICE	51.21	66.92	43.92	✗	ResNet18	90 epochs
47	NPOS	KNN	51.19	78.99	/	✗	ResNet18	90 epochs
48	CrossEntropy	OpenMax	50.89	67.96	43.92	✗	ResNet18	90 epochs
49	CrossEntropy	ReAct	50.55	67.73	43.92	✗	ResNet18	90 epochs
50	CrossEntropy	EBO	50.51	64.59	43.92	✗	ResNet18	90 epochs
51	VOS	EBO	50.14	64.44	43.90	✗	ResNet18	90 epochs
52	CrossEntropy	NAC	49.61	67.01	43.92	✗	ResNet18	90 epochs
53	CrossEntropy	KNN	49.28	71.84	43.92	✗	ResNet18	90 epochs
54	CrossEntropy	ODIN	48.33	66.25	43.92	✗	ResNet18	90 epochs
55	RotPred	RotPred	48.13	67.27	44.64	✗	ResNet18	90 epochs
56	MOS	MOS	45.45	58.82	43.30	✗	ResNet18	90 epochs
57	CrossEntropy	RankFeat	44.72	28.03	43.92	✗	ResNet18	90 epochs
58	G-ODIN	G-ODIN	44.05	66.48	42.36	✗	ResNet18	90 epochs
59	CrossEntropy	OpenGAN	44.04	59.78	43.87	✗	ResNet18	90 epochs
60	CrossEntropy	MDSEns	37.90	53.18	43.92	✗	ResNet18	90 epochs