Rank	Training	Postprocessor	Near-OOD AUROC	Far-OOD AUROC	ID Accuracy	Outlier Data	Model Arch.	Additional Description
1	RotPred + PixMix	RotPred	94.86	98.18	95.91	✗	ResNet18	100 epochs
2	OE	MSP	94.82	96.00	94.63	✓	ResNet18	100 epochs
3	LogitNorm + PixMix	MSP	94.25	97.90	94.60	✗	ResNet18	100 epochs
4	PixMix	KNN	93.10	95.94	95.15	✗	ResNet18	100 epochs
5	PixMix	MSP	93.07	95.65	95.15	✗	ResNet18	100 epochs
6	ASCOOD	T2FNorm	93.03	97.35	95.00	✗	ResNet18	100 epochs
7	OAL	EBO	92.99	96.28	94.71	✗	ResNet18	100 epochs; 224x224
8	T2FNorm	T2FNorm	92.79	96.98	94.69	✗	ResNet18	100 epochs
9	RotPred	RotPred	92.68	96.62	95.35	✗	ResNet18	100 epochs
10	ASCOOD	AdaSCALE-A	92.42	97.96	95.00	✗	ResNet18	100 epochs
11	LogitNorm	MSP	92.33	96.74	94.30	✗	ResNet18	100 epochs
12	ReweightOOD	MDS	91.86	98.05	/	✗	ResNet18	100 epochs
13	CrossEntropy	CombOOD	91.13	94.65	95.06	✗	ResNet18	100 epochs
14	MCD	MCD	91.03	91.00	94.95	✓	ResNet18	100 epochs
15	CrossEntropy	NAC	90.93	94.60	95.06	✗	ResNet18	100 epochs
16	ASCOOD	AdaSCALE-L	90.92	97.79	95.00	✗	ResNet18	100 epochs
17	CIDER	KNN	90.71	94.71	/	✗	ResNet18	100 epochs
18	CrossEntropy	KNN	90.64	92.96	95.06	✗	ResNet18	100 epochs
19	CrossEntropy	WeiPer+KLD	90.54	93.12	95.06	✗	ResNet18	100 epochs
20	Cutout	MSP	90.53	92.96	95.79	✗	ResNet18	100 epochs
21	CrossEntropy	fDBD	90.42	93.16	95.22	✗	ResNet18	100 epochs
22	PALM	MDS	90.32	96.55	/	✗	ResNet18	100 epochs
23	RandAugment	MSP	90.15	92.72	95.59	✗	ResNet18	100 epochs
24	UDG	MSP	89.91	94.06	92.36	✓	ResNet18	100 epochs
25	ConfBranch	ConfBranch	89.84	92.85	94.88	✗	ResNet18	100 epochs
26	CrossEntropy	RMDS	89.80	92.20	95.06	✗	ResNet18	100 epochs
27	NPOS	KNN	89.78	94.07	/	✗	ResNet18	100 epochs
28	CrossEntropy	Relation	89.77	92.21	95.06	✗	ResNet18	100 epochs
29	CSI	MSP	89.51	92.00	91.16	✗	ResNet18	100 epochs
30	AugMix	MSP	89.43	91.66	95.01	✗	ResNet18	100 epochs
31	G-ODIN	G-ODIN	89.12	95.51	94.70	✗	ResNet18	100 epochs
32	CrossEntropy	NCI	88.86	91.27	95.22	✗	ResNet18	100 epochs
33	MixOE	MSP	88.73	91.93	94.55	✓	ResNet18	100 epochs
34	CrossEntropy	VIM	88.68	93.48	95.06	✗	ResNet18	100 epochs
35	CrossEntropy	OTOD	88.54	91.33	95.06	✗	ResNet18	100 epochs
36	CrossEntropy	GEN	88.20	91.35	95.06	✗	ResNet18	100 epochs
37	CrossEntropy	TempScale	88.09	90.97	95.06	✗	ResNet18	100 epochs
38	CrossEntropy	MSP	88.03	90.73	95.06	✗	ResNet18	100 epochs
39	CrossEntropy	i-ODIN	87.92	90.99	95.06	✗	ResNet18	100 epochs
40	VOS	EBO	87.70	90.83	94.31	✗	ResNet18	100 epochs
41	CrossEntropy	OpenMax	87.62	89.62	95.06	✗	ResNet18	100 epochs
42	CrossEntropy	EBO	87.58	91.21	95.06	✗	ResNet18	100 epochs
43	CrossEntropy	MLS	87.52	91.10	95.06	✗	ResNet18	100 epochs
44	RegMixup	MSP	87.47	90.25	95.75	✗	ResNet18	100 epochs
45	ARPL	ARPL	87.44	89.31	93.66	✗	ResNet18	100 epochs
46	CrossEntropy	ReAct	87.11	90.42	95.06	✗	ResNet18	100 epochs
47	CrossEntropy	MDS	84.20	89.72	95.06	✗	ResNet18	100 epochs
48	CrossEntropy	AdaSCALE-A	83.92	88.00	95.06	✗	ResNet18	100 epochs
49	CrossEntropy	ODIN	82.87	87.96	95.06	✗	ResNet18	100 epochs
50	CrossEntropy	SCALE	82.55	86.39	95.06	✗	ResNet18	100 epochs
51	CrossEntropy	SHE	81.54	85.32	95.06	✗	ResNet18	100 epochs
52	CrossEntropy	RankFeat	79.46	75.87	95.06	✗	ResNet18	100 epochs
53	CrossEntropy	KLM	79.19	82.68	95.06	✗	ResNet18	100 epochs
54	CrossEntropy	DICE	78.34	84.23	95.06	✗	ResNet18	100 epochs
55	CrossEntropy	ASH	75.27	78.49	95.06	✗	ResNet18	100 epochs
56	CrossEntropy	AdaSCALE-L	74.99	79.02	95.06	✗	ResNet18	100 epochs
57	MOS	MOS	71.45	76.41	94.83	✗	ResNet18	100 epochs
58	CrossEntropy	MDSEns	60.43	73.90	95.06	✗	ResNet18	100 epochs
59	CrossEntropy	Gram	58.66	71.73	95.06	✗	ResNet18	100 epochs
60	CrossEntropy	GradNorm	54.90	57.55	95.06	✗	ResNet18	100 epochs
61	CrossEntropy	OpenGAN	53.71	54.61	95.06	✗	ResNet18	100 epochs