OOD Detection on CIFAR-100 (vs SVHN, Tiny-Imagenet, LSUN, Texture) benchmark leaderboard · SOTA2 Research

OOD Detection on CIFAR-100 (vs SVHN, Tiny-Imagenet, LSUN, Texture)

35.2Average FPR95NPOS

Evaluation Results

Method	Links
NPOS2023.09		35.2	—	—	—	—	—	—	—	—	92.44
SCALE2023.09		38.99	—	—	—	—	—	—	—	—	90.74
ASH-S2023.09		41.4	—	—	—	—	—	—	—	—	90.02
DREAM-OOD2023.09		46.6	—	—	—	—	—	—	—	—	88.82
DICE2023.09		49.72	—	—	—	—	—	—	—	—	87.23
BATS2022.10		52.73	61.48	90.63	44.41	91.27	52.68	90.04	52.36	89.72	90.42
ReAct2022.10		58.12	70.28	88.25	45.62	91.02	55.57	89.32	61.01	87.57	89.04
ViM2023.09		61.85	—	—	—	—	—	—	—	—	85.57
ReAct2023.09		62.27	—	—	—	—	—	—	—	—	84.47
Mahalanobis2023.09		62.45	—	—	—	—	—	—	—	—	84.43
BATS2022.10		62.6	71.01	87.5	41.93	91.97	57.01	88.04	80.46	78.42	86.48
GradNorm2022.10		63.03	57.65	87.77	25.77	95.12	89.6	63.25	79.08	68.89	78.76
ReAct2022.10		65.02	72.94	86.89	42.07	91.97	60.87	85.9	84.18	76.22	85.25
Energy2022.10		67.58	75.57	83.05	40.87	92.99	65.9	82.78	87.98	71.21	82.51
ODIN2022.10		68.35	40.82	93.32	69.34	86.28	79.62	82.12	83.61	72.36	83.52
EBO2023.09		68.45	—	—	—	—	—	—	—	—	81.19
Energy2022.10		70.2	81.24	84.59	40.12	93.16	73.56	82.98	85.87	74.94	83.92
GODIN2023.09		71.75	—	—	—	—	—	—	—	—	85.02
ODIN2023.09		72.6	—	—	—	—	—	—	—	—	79.82
ODIN2022.10		73.21	35.69	94.84	82.68	79.17	87.48	74.53	86.97	65.4	78.49
KNN2023.09		73.29	—	—	—	—	—	—	—	—	80.35
ReAct2023.09		74.6	—	—	—	—	—	—	—	—	81.61
GradNorm2022.10		74.91	83.24	72.55	45.2	90.43	78.62	68.8	92.59	46.99	69.69
VOS2023.09		75.35	—	—	—	—	—	—	—	—	80.08
MSP2022.10		76.63	78.43	77.74	61.33	87.46	81.69	72.69	85.07	75.46	78.34
Energy2023.09		78.7	—	—	—	—	—	—	—	—	78.87
MSP2023.09		79.35	—	—	—	—	—	—	—	—	77.43
MSP2022.10		79.44	81.79	77.8	68.32	83.92	82.51	75.73	85.12	73.36	77.7
DICE2023.09		79.8	—	—	—	—	—	—	—	—	77.83
MSP2023.09		80.13	—	—	—	—	—	—	—	—	74.36
GAN2023.09		92.8	—	—	—	—	—	—	—	—	62.99