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Out-of-Distribution Detection on CIFAR-100 (ID) vs CIFAR-10 (OOD) (test)

96.3AUROC

Generalized (Neg,Vol, InfoNCE)

Updated 13d ago

Evaluation Results

Method	Links
Generalized (Neg,Vol, InfoNCE) 2026.03		96.3	-	26
Single (Vol) 2026.03		96.2	-	22.2
Single (Neg,Vol) 2026.03		95.7	-	28.9
Generalized (Neg,Vol) 2026.03		95.4	-	34.5
Single (Neg,Vol, InfoNCE) 2026.03		95.2	-	31.3
Generalized (Vol) 2026.03		95.1	-	35.5
k-NN 2026.05		93	-	35.2
E2 normed-fork 2026.05		92.3	-	33.3
Single (Neg) 2026.03		91.8	-	49.9
EncMin2L 2026.05		89.2	-	42.8
Generalized (Neg) 2026.03		88.2	-	63.8
LoRA-Ensemble 2024.05		82.1	80.4	54.1
Single Network with LoRA 2024.05		80	78	57.3
Energy (T=1) 2026.03		79.9	-	56.4
MSP 2026.03		79.8	-	56.4
Split-Ensemble 2024.05		79.2	81.7	78.5
DM Dual Threshold 2026.05		79.1	-	-
Explicit Ensemble 2024.05		79	75.4	59.7
COMBOOD 2026.03		78.6	-	60.8
D-KNN 2026.03		78.1	-	62.6
CIDER 2026.03		77.8	-	59.5
VDM log pT 2026.05		77.7	-	60.5
ENN (EpiNet) 2024.05		77.4	73.8	63
Single Network 2024.05		75.6	71.5	64.7
Energy 2026.05		75.4	-	83.1
Score Network 2026.05		74.6	-	79.6
MSP 2026.05		74.1	-	84.3
ViM 2026.03		72.9	-	65.2
Mahalanobis 2026.03		71.4	-	72.3
E1 normed-fork 2026.05		70.6	-	80
k-NN 2026.05		69.9	-	78.6
k-NN 2026.05		64.2	-	86.9
EigenScore 2026.05		64.2	-	-
E3 normed-fork 2026.05		62.7	-	88.5
Proj. Regret 2026.05		57.7	-	-
LMD 2026.05		56.8	-	-
MC Dropout 2024.05		56.6	55.6	92.2
Mahalanobis 2026.05		48.3	-	98.1
DiffPath-6D 2026.05		48.3	-	-
KNN (ℓ2) 2026.03		19.7	-	98.7