OOD Detection on NINCO benchmark leaderboard · SOTA2 Research

OOD Detection on NINCO

46.22FPR95RMDS

Evaluation Results

Method	Links
RMDS2026.04		46.22	87.31
EPD2026.04		48.06	85.74
MDS2026.04		48.76	86.52
Maha++2026.06		50.29	88.42
rMaha++2026.06		50.29	88.42
rMaha2026.06		50.94	88.28
X-Maha2026.06		51.75	88.71
Maha2026.06		51.89	87.95
FDBD2026.05		54.41	81.52
KNN2026.04		54.73	82.25
SHE2026.04		56.01	84.18
rMaha++2026.06		56.21	86.32
ViM2026.04		57.45	84.64
OCO2026.05		57.74	81.27
Maha++2026.06		57.79	85.87
OODD2026.05		58.68	81.3
GEN2026.04		59.31	82.51
CoRP2026.05		59.36	80.31
MM++2026.06		60.07	85.55
OCO2026.05		60.77	81.84
SHE2026.05		62.23	79.76
MSP2026.06		62.28	80.99
Energy2026.06		62.35	75.62
ReAct2026.06		62.35	76.17
NECO2026.05		63.64	77.19
MaxLogit2026.05		63.75	77.08
SCALE2026.05		63.98	75.83
Energy2026.05		64.65	75.78
MaxLogit2026.05		66.19	79.92
SCALE2026.05		66.54	79.75
Energy2026.05		67.39	79.17
OODD2026.05		67.52	77.12
FDBD2026.05		68.9	79.15
CoRP2026.05		70.42	72.63
rMaha2026.06		70.5	83.59
MSP2026.06		70.52	80.3
ReAct2026.06		72.22	78.62
Energy2026.06		72.42	77.1
ODIN2026.06		72.8	71.31
MM++2026.06		72.87	82.06
NNguide2026.05		75.05	70.65
NNguide2026.05		75.43	67.77
MSP2026.04		77.35	78.11
ReAct2026.04		78.5	75.43
Maha2026.06		79.76	80.46
KNN2026.06		80.39	72.75
DICE2026.04		81.09	71.67
TempScale2026.04		81.9	77.8
SHE2026.05		82.23	71.16
NECO2026.05		83.04	79.28
ODIN2026.06		85.41	67.68
OpenMax2026.04		88.36	78.68
MLS2026.04		92.98	72.4
EBO2026.04		94.16	66.02
KNN2026.06		95.3	43.16
ASH2026.04		95.4	52.52
GradNorm2026.04		95.81	64.4