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OOD Detection on iNaturalist OOD

99.16AUROC

GradPCA

Updated 1mo ago

Evaluation Results

Method	Links
GradPCA 2025.05		99.16	3.74
Mahalanobis 2025.05		99.09	4.75
Energy 2025.05		97.9	11.29
ASH-S 2022.09		97.87	11.49
KNN 2025.05		97.63	12.48
Max logits 2025.05		97.54	13.27
ODIN 2025.05		97.54	13.27
ASH-B 2022.09		97.32	14.21
ReAct 2025.05		97.29	14.9
DICE 2025.05		96.73	15.2
DICE + ReAct 2022.09		96.24	18.64
ReAct 2022.09		96.22	20.38
CADet 2022.10		95.28	-
MSP 2025.05		94.92	22.05
DICE 2022.09		94.49	25.63
ASH-B 2022.09		94.28	31.46
DICE + ReAct 2022.09		93.57	32.3
ASH-P 2022.09		92.51	44.57
ASH-S 2022.09		91.94	39.1
ReAct 2022.09		91.53	42.4
DICE 2022.09		90.83	43.09
KL Matching 2022.10		90.48	-
ASH-P 2022.09		90.46	54.92
Energy score 2022.09		89.95	55.72
ODIN 2022.09		89.66	47.66
Mahalanobis 2022.10		89.48	-
ViM 2022.10		89.26	-
Energy score 2022.09		88.91	59.5
MSP 2022.10		88.58	-
Softmax score 2022.09		87.74	54.99
ODIN 2022.09		87.62	55.39
ReAct 2022.10		87.27	-
ODIN 2022.10		86.48	-
MaxLogit 2022.10		86.42	-
Softmax score 2022.09		85.32	64.29
Residual 2022.10		84.63	-
CADet 2022.10		83.42	-
Mahalanobis 2022.09		81	62.11
Energy 2022.10		80.5	-
Mahalanobis 2022.09		52.65	97