Rank	Training	Postprocessor	Near-OOD AUROC	Far-OOD AUROC	ID Accuracy	Outlier Data	Model Arch.	Additional Description
1	OE	MSP	88.30	81.41	76.84	✓	ResNet18	100 epochs
2	OAL	EBO	82.03	84.03	76.89	✗	ResNet18	100 epochs; 224x224
3	CrossEntropy	WeiPer+KLD	81.37	79.01	77.25	✗	ResNet18	100 epochs
4	CrossEntropy	GEN	81.31	79.68	77.25	✗	ResNet18	100 epochs
5	CrossEntropy	fDBD	81.26	79.85	77.18	✗	ResNet18	100 epochs
6	CrossEntropy	i-ODIN	81.10	79.69	77.25	✗	ResNet18	100 epochs
7	CrossEntropy	MLS	81.05	79.67	77.25	✗	ResNet18	100 epochs
8	CrossEntropy	AdaSCALE-A	81.04	81.84	77.25	✗	ResNet18	100 epochs
9	CrossEntropy	NCI	81.03	81.32	77.18	✗	ResNet18	100 epochs
10	CrossEntropy	SCALE	80.99	81.42	77.26	✗	ResNet18	100 epochs
11	CrossEntropy	OTOD	80.98	79.54	77.25	✗	ResNet18	100 epochs
12	MixOE	MSP	80.95	76.40	75.13	✓	ResNet18	100 epochs
13	VOS	EBO	80.93	81.32	77.20	✗	ResNet18	100 epochs
14	CrossEntropy	EBO	80.91	79.77	77.25	✗	ResNet18	100 epochs
15	CrossEntropy	TempScale	80.90	78.74	77.25	✗	ResNet18	100 epochs
16	RegMixup	MSP	80.83	79.04	79.23	✗	ResNet18	100 epochs
17	CrossEntropy	ReAct	80.77	80.39	77.25	✗	ResNet18	100 epochs
18	CrossEntropy	Relation	80.67	80.82	77.25	✗	ResNet18	100 epochs
19	CrossEntropy	AdaSCALE-L	80.54	83.38	77.25	✗	ResNet18	100 epochs
20	MOS	MOS	80.40	80.17	76.98	✗	ResNet18	100 epochs
21	CrossEntropy	MSP	80.27	77.76	77.25	✗	ResNet18	100 epochs
22	RandAugment	MSP	80.27	75.66	78.16	✗	ResNet18	100 epochs
23	CrossEntropy	KNN	80.18	82.40	77.25	✗	ResNet18	100 epochs
24	CrossEntropy	RMDS	80.15	82.92	77.25	✗	ResNet18	100 epochs
25	CrossEntropy	ODIN	79.90	79.28	77.25	✗	ResNet18	100 epochs
26	PixMix	MSP	79.86	84.06	77.63	✗	ResNet18	100 epochs
27	T2FNorm	T2FNorm	79.84	82.73	76.43	✗	ResNet18	100 epochs
28	Cutout	MSP	79.56	78.40	77.12	✗	ResNet18	100 epochs
29	CrossEntropy	DICE	79.38	80.01	77.25	✗	ResNet18	100 epochs
30	ASCOOD	T2FNorm	79.22	87.90	76.75	✗	ResNet18	100 epochs
31	CrossEntropy	SHE	78.95	76.92	77.25	✗	ResNet18	100 epochs
32	CrossEntropy	CombOOD	78.77	85.87	77.25	✗	ResNet18	100 epochs
33	LogitNorm	MSP	78.47	81.53	76.34	✗	ResNet18	100 epochs
34	NPOS	KNN	78.35	82.29	/	✗	ResNet18	100 epochs
35	CrossEntropy	ASH	78.20	80.58	77.25	✗	ResNet18	100 epochs
36	UDG	MSP	78.02	79.59	71.54	✓	ResNet18	100 epochs
37	ASCOOD	AdaSCALE-A	77.28	89.41	76.75	✗	ResNet18	100 epochs
38	PALM	MDS	77.27	89.08	/	✗	ResNet18	100 epochs
39	G-ODIN	G-ODIN	77.15	85.67	74.46	✗	ResNet18	100 epochs
40	MCD	MCD	77.07	74.72	75.83	✓	ResNet18	100 epochs
41	CrossEntropy	KLM	76.56	76.24	77.25	✗	ResNet18	100 epochs
42	RotPred	RotPred	76.43	88.40	76.03	✗	ResNet18	100 epochs
43	CrossEntropy	OpenMax	76.41	79.48	77.25	✗	ResNet18	100 epochs
44	CrossEntropy	NAC	75.90	86.98	77.26	✗	ResNet18	100 epochs
45	CrossEntropy	VIM	74.98	81.70	77.25	✗	ResNet18	100 epochs
46	ARPL	ARPL	74.94	73.69	70.70	✗	ResNet18	100 epochs
47	ASCOOD	AdaSCALE-L	74.11	89.79	76.75	✗	ResNet18	100 epochs
48	CIDER	KNN	73.10	80.49	/	✗	ResNet18	100 epochs
49	ConfBranch	ConfBranch	71.60	68.90	76.59	✗	ResNet18	100 epochs
50	CSI	MSP	71.45	66.31	61.60	✗	ResNet18	100 epochs
51	ReweightOOD	MDS	71.27	91.12	/	✗	ResNet18	100 epochs
52	CrossEntropy	GradNorm	70.13	69.14	77.25	✗	ResNet18	100 epochs
53	CrossEntropy	OpenGAN	65.98	67.88	77.25	✗	ResNet18	100 epochs
54	CrossEntropy	RankFeat	61.88	67.10	77.25	✗	ResNet18	100 epochs
55	CrossEntropy	MDS	58.69	69.39	77.25	✗	ResNet18	100 epochs
56	CrossEntropy	Gram	51.66	73.36	77.25	✗	ResNet18	100 epochs
57	CrossEntropy	MDSEns	46.31	66.00	77.25	✗	ResNet18	100 epochs