OOD Detection on OpenImage-O benchmark leaderboard · SOTA2 Research

OOD Detection on OpenImage-O

20.35FPR@95Maha++

Evaluation Results

Method	Links
Maha++2026.06		20.35	96.08
rMaha++2026.06		20.35	96.08
Maha2026.06		21.36	95.92
rMaha2026.06		22.96	95.54
X-Maha2026.06		24.17	95.5
EPD2026.04		26.03	92.12
OCO2026.05		28.55	93.53
CoRP2026.05		28.86	93.26
RMDS2026.04		29.57	92.32
ViM2026.04		29.59	92.18
FDBD2026.05		30.3	91.89
MDS2026.04		30.35	92.38
OODD2026.05		31.25	91.54
OCO2026.05		32.76	91.22
SHE2026.04		33.59	91.04
KNN2026.04		34.82	89.86
VRA++2023.02		34.94	93.55
GEN2026.04		35.43	90.27
FDBD2026.05		36.17	90.73
Maha++2026.06		36.86	93.14
rMaha++2026.06		37.03	93.15
NECO2026.05		37.06	89.66
SCALE2026.05		37.87	88.86
MaxLogit2026.05		38.74	88.96
ReAct2026.06		39.01	86.75
Energy2026.05		39.53	88.39
Energy2026.06		39.72	86.28
MSP2026.06		41.19	89.49
MM++2026.06		43.12	92.44
rMaha2026.06		43.74	91.87
SCALE2026.05		43.81	87.9
ViM2023.02		43.96	91.54
CoRP2026.05		44.55	86.71
MaxLogit2026.05		46.92	87.42
Energy2026.05		47.49	86.89
SHE2026.05		49.84	86.01
NNguide2026.05		51.48	83.46
OODD2026.05		52.35	90.54
ODIN2026.06		52.54	82.24
DICE2026.04		52.57	82.23
KNN2026.06		53.32	87.05
Maha2026.06		54.3	90.47
ReAct2023.02		54.97	88.94
MSP2026.04		56.11	84.87
NNguide2026.05		56.43	82.04
ReAct2026.04		57.68	84.29
TempScale2026.04		60	85.04
MSP2026.06		60.21	85.68
ReAct2026.06		64.08	82.93
Mahalanobis2023.02		64.32	83.1
MM++2026.06		66.96	87.49
NECO2026.05		67.24	86.44
SHE2026.05		67.34	81.42
Energy2026.06		67.98	79.08
ODIN2023.02		72.83	85.64
Energy2023.02		73.42	84.77
MSP2023.02		73.72	84.16
OpenMax2026.04		73.74	87.36
ODIN2026.06		81.28	72.12
MLS2026.04		85.78	81.6
EBO2026.04		88.79	76.48
KNN2026.06		89.41	54.11
GradNorm2026.04		94.52	37.82
ASH2026.04		94.8	55.52