OOD Detection on CIFAR-100 OOD (test) benchmark leaderboard · SOTA2 Research

OOD Detection on CIFAR-100 OOD (test)

98.6AUROCGeneralized (Neg)

Evaluation Results

Method	Links
Generalized (Neg)2026.03		98.6	4.7
Single (Neg)2026.03		93.3	59
MSP*2025.04		91.05	33.27
Generalized (Neg, InfoNCE)2026.03		91	49.4
KNN*2025.04		90.96	33.23
GEN*2025.04		90.96	33.58
SCALE*2025.04		90.86	34.17
ReAct*2025.04		90.79	33.97
fDBD*2025.04		90.31	36.28
KNN2025.04		89.73	37.64
fDBD2025.04		89.56	39.61
GEN2025.04		87.21	58.75
MSP2025.04		87.19	53.08
ReAct2025.04		85.93	67.4
COMBOOD2026.03		85	49.3
SCALE2025.04		81.27	81.78
D-KNN2026.03		78.6	53.7
MSP2026.03		69.8	68.5
Energy (T=1)2026.03		69.5	68.4
CIDER2026.03		66.2	78.2
KNN (ℓ2)2026.03		54.2	87.5
Mahalanobis2026.03		49.8	88.2