Rank	Training	Postprocessor	Near-OOD AUROC	Far-OOD AUROC	ID Accuracy	Outlier Data	Model Arch.	Additional Description
1	CrossEntropy	AdaSCALE-A	75.04	89.77	73.28	✗	RegNet_Y_16GF	torchvision ckpt
2	CrossEntropy	AdaSCALE-L	73.45	91.78	73.28	✗	RegNet_Y_16GF	torchvision ckpt
3	CrossEntropy	NNGuide	71.85	92.24	73.28	✗	RegNet_Y_16GF	torchvision ckpt
4	AugMix	SHE	69.66	83.06	57.46	✗	ResNet50	official ckpt
5	ISH	AdaSCALE-A	69.15	89.67	54.88	✗	ResNet50	official ckpt
6	ISH	SCALE	68.04	89.46	54.88	✗	ResNet50	official ckpt
7	ISH	AdaSCALE-L	67.95	88.66	54.88	✗	ResNet50	official ckpt
8	AugMix	GradNorm	67.10	81.29	57.46	✗	ResNet50	official ckpt
9	CrossEntropy	AdaSCALE-A	67.10	89.30	54.35	✗	ResNet50	torchvision ckpt
10	CrossEntropy	AdaSCALE-L	66.65	89.35	54.35	✗	ResNet50	torchvision ckpt
11	MOS	MOS	66.17	78.30	52.28	✗	ResNet50	finetuned 30 epochs
12	CrossEntropy	RMDS	65.99	82.19	61.49	✗	ViT-B/16	torchvision ckpt
13	RegMixup	SHE	64.71	81.23	55.55	✗	ResNet50	finetuned 30 epochs
14	CrossEntropy	SCALE	64.67	88.85	54.35	✗	ResNet50	torchvision ckpt
15	RandAugment	SHE	64.41	76.68	55.57	✗	ResNet50	finetuned 30 epochs
16	CrossEntropy	MDS	64.25	81.91	61.49	✗	ViT-B/16	torchvision ckpt
17	RandAugment	GradNorm	63.27	76.08	55.57	✗	ResNet50	finetuned 30 epochs
18	AugMix	MSP	63.14	74.62	57.46	✗	ResNet50	official ckpt
19	CrossEntropy	GradNorm	62.70	83.49	54.35	✗	ResNet50	torchvision ckpt
20	CrossEntropy	KLM	62.34	77.73	61.49	✗	ViT-B/16	torchvision ckpt
21	CrossEntropy	RMDS	62.06	73.29	54.35	✗	ResNet50	torchvision ckpt
22	CrossEntropy	KLM	62.06	75.45	54.35	✗	ResNet50	torchvision ckpt
23	RegMixup	GradNorm	61.86	79.98	55.55	✗	ResNet50	finetuned 30 epochs
24	CrossEntropy	MSP	61.81	73.38	60.05	✗	Swin-T	torchvision ckpt
25	CrossEntropy	TempScale	61.74	73.59	60.05	✗	Swin-T	torchvision ckpt
26	CrossEntropy	ODIN	61.60	67.56	60.05	✗	Swin-T	torchvision ckpt
27	CrossEntropy	KLM	61.57	76.33	60.05	✗	Swin-T	torchvision ckpt
28	CrossEntropy	OpenMax	61.41	79.25	61.49	✗	ViT-B/16	torchvision ckpt
29	CrossEntropy	SHE	61.37	76.60	60.05	✗	Swin-T	torchvision ckpt
30	RandAugment	MSP	61.36	72.07	55.57	✗	ResNet50	finetuned 30 epochs
31	RegMixup	MSP	61.32	72.87	55.55	✗	ResNet50	finetuned 30 epochs
32	ARPL	ARPL	61.23	72.65	53.94	✗	ResNet50	finetuned 30 epochs
33	CrossEntropy	SHE	61.21	83.04	54.35	✗	ResNet50	torchvision ckpt
34	CrossEntropy	MLS	61.11	71.99	60.05	✗	Swin-T	torchvision ckpt
35	CrossEntropy	SHE	61.07	80.30	61.49	✗	ViT-B/16	torchvision ckpt
36	CrossEntropy	MSP	60.79	72.32	54.35	✗	ResNet50	torchvision ckpt
37	CrossEntropy	VIM	60.63	80.42	61.49	✗	ViT-B/16	torchvision ckpt
38	CrossEntropy	ASH	60.52	86.75	54.35	✗	ResNet50	torchvision ckpt
39	CrossEntropy	GEN	60.36	76.00	60.05	✗	Swin-T	torchvision ckpt
40	CrossEntropy	MSP	60.35	74.55	61.49	✗	ViT-B/16	torchvision ckpt
41	CrossEntropy	TempScale	60.16	73.50	54.35	✗	ResNet50	torchvision ckpt
42	CrossEntropy	OpenMax	60.13	75.36	60.05	✗	Swin-T	torchvision ckpt
43	CrossEntropy	EBO	59.97	69.04	60.05	✗	Swin-T	torchvision ckpt
44	CrossEntropy	ReAct	59.93	82.78	54.35	✗	ResNet50	torchvision ckpt
45	CrossEntropy	RMDS	59.92	78.31	60.05	✗	Swin-T	torchvision ckpt
46	CrossEntropy	TempScale	59.86	74.67	61.49	✗	ViT-B/16	torchvision ckpt
47	CrossEntropy	GEN	59.73	78.22	61.49	✗	ViT-B/16	torchvision ckpt
48	CrossEntropy	NAC	59.48	87.48	54.35	✗	ResNet50	torchvision ckpt
49	RotPred	RotPred	58.60	75.90	54.59	✗	ResNet50	finetuned 30 epochs
50	CrossEntropy	GEN	57.84	74.31	54.35	✗	ResNet50	torchvision ckpt
51	CrossEntropy	ReAct	57.76	72.50	60.05	✗	Swin-T	torchvision ckpt
52	CrossEntropy	i-ODIN	57.55	73.96	54.35	✗	ResNet50	torchvision ckpt
53	CrossEntropy	MLS	57.49	73.90	54.35	✗	ResNet50	torchvision ckpt
54	CrossEntropy	ODIN	57.41	75.62	54.35	✗	ResNet50	torchvision ckpt
55	CrossEntropy	DICE	57.15	80.94	54.35	✗	ResNet50	torchvision ckpt
56	CrossEntropy	KNN	57.15	76.10	61.49	✗	ViT-B/16	torchvision ckpt
57	CrossEntropy	fDBD	57.12	78.54	54.35	✗	ResNet50	torchvision ckpt
58	CrossEntropy	OpenMax	57.03	75.24	54.35	✗	ResNet50	torchvision ckpt
59	CrossEntropy	EBO	56.61	73.37	54.35	✗	ResNet50	torchvision ckpt
60	CrossEntropy	Gram	56.28	75.20	54.35	✗	ResNet50	torchvision ckpt
61	ConfBranch	ConfBranch	56.23	72.08	54.02	✗	ResNet50	finetuned 30 epochs
62	LogitNorm	MSP	56.23	77.67	54.88	✗	ResNet50	finetuned 30 epochs
63	CrossEntropy	MLS	56.15	72.11	61.49	✗	ViT-B/16	torchvision ckpt
64	CrossEntropy	MDS	55.92	76.06	60.05	✗	Swin-T	torchvision ckpt
65	T2FNorm	T2FNorm	54.86	78.52	55.27	✗	ResNet50	finetuned 30 epochs
66	CrossEntropy	VIM	54.82	76.75	60.05	✗	Swin-T	torchvision ckpt
67	CrossEntropy	GradNorm	54.69	43.02	60.05	✗	Swin-T	torchvision ckpt
68	CrossEntropy	ReAct	54.44	71.68	61.49	✗	ViT-B/16	torchvision ckpt
69	G-ODIN	G-ODIN	53.84	70.09	53.12	✗	ResNet50	finetuned 30 epochs
70	ReweightOOD	MDS	53.16	85.01	/	✗	ResNet50	finetuned 30 epochs
71	CrossEntropy	ASH	52.54	50.97	61.49	✗	ViT-B/16	torchvision ckpt
72	CrossEntropy	VIM	52.50	80.10	54.35	✗	ResNet50	torchvision ckpt
73	CrossEntropy	KNN	52.20	70.99	60.05	✗	Swin-T	torchvision ckpt
74	CIDER	KNN	52.17	80.92	/	✗	ResNet50	finetuned 30 epochs
75	CrossEntropy	KNN	51.82	76.02	54.35	✗	ResNet50	torchvision ckpt
76	CrossEntropy	EBO	51.65	67.79	61.49	✗	ViT-B/16	torchvision ckpt
77	CrossEntropy	DICE	51.65	68.70	61.49	✗	ViT-B/16	torchvision ckpt
78	CrossEntropy	ASH	49.68	47.96	60.05	✗	Swin-T	torchvision ckpt
79	CrossEntropy	MDS	46.02	67.02	54.35	✗	ResNet50	torchvision ckpt
80	CrossEntropy	RankFeat	45.34	48.54	54.35	✗	ResNet50	torchvision ckpt
81	CrossEntropy	GradNorm	43.26	45.82	61.49	✗	ViT-B/16	torchvision ckpt
82	CrossEntropy	MDSEns	42.47	59.98	54.35	✗	ResNet50	torchvision ckpt
83	CrossEntropy	DICE	39.20	51.28	60.05	✗	Swin-T	torchvision ckpt