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Out-of-Distribution Detection on CIFAR100 (ID) vs SVHN (OOD) (test)

98.7AUROC

Kernel PCA (CoRP)

Updated 1mo ago

Evaluation Results

Method
Kernel PCA (CoRP) 2025.05	98.7	6.17	-
DICE 2025.05	97.5	13.92	-
GAIA-Z 2025.05	97.34	13.33	-
KNN 2025.05	96.8	14.01	-
GradPCA 2025.05	96.58	17.2	-
GradPCA+DICE 2025.05	96.57	18.11	-
DMD-a 2025.12	95	-	-
Revisited PCA 2025.05	94.85	25.62	-
FS 2025.12	94	-	-
Mahalanobis 2025.05	93.74	38.07	-
Proj. Grads 2025.05	93.01	36.78	-
GradOrth 2025.05	92.97	26.974	-
DOC 2025.12	91	-	-
DPS 2025.12	90.71	-	-
MACS 2025.12	90	-	-
MSP 2025.12	90	-	-
DMD-b 2025.12	90	-	-
LoRA-Ensemble 2024.05	89.9	41.6	95.2
NUQ 2022.02	89.7	-	-
DDU 2022.02	89.6	-	-
DLB 2025.12	89.52	-	-
Vanilla HNN 2021.07	89.43	55.44	97.69
TE 2025.12	89.12	-	-
GAIA-A 2025.05	89.12	52.74	-
GradPCA 2025.05	89.1	61.22	-
ReAct 2025.05	89.03	44.77	-
PS-KD 2025.12	88.82	-	-
DUQ end-to-end 2022.02	88.7	-	-
Baseline 2025.12	88.42	-	-
DMD-a 2025.12	88	-	-
NCI (w/o filter) 2025.05	87.54	76.36	-
Energy 2025.05	87.44	63.74	-
Max logits 2025.05	87.17	65.17	-
ODIN 2025.05	87.17	65.18	-
ENN 2021.07	86.37	53.37	96.78
FS 2025.12	86	-	-
Single Network with LoRA 2024.05	85.9	49.7	93.1
MSP 2025.05	85.87	68.42	-
Clipped HNNs 2021.07	84.41	84.12	96.72
Max logits 2025.05	83.83	71.38	-
DUQ Head 2022.02	83.6	-	-
Ensembles 2022.02	82.9	-	-
DLB 2025.12	82.51	-	-
DPS 2025.12	82.41	-	-
MSP 2025.12	82	-	-
DOC 2025.12	82	-	-
DMD-u 2025.12	82	-	-
GAIA-Z 2025.05	81.78	79.76	-
TTA 2022.02	81.6	-	-
Split-Ensemble 2024.05	81.2	75	69.9
MACS 2025.12	81	-	-
DLB 2025.12	80.55	-	-
ENN (EpiNet) 2024.05	78.6	50.5	88
DPS 2025.12	78.19	-	-
Baseline 2025.12	77.92	-	-
PS-KD 2025.12	76.66	-	-
Single Network 2024.05	76.4	55.9	86.8
Explicit Ensemble 2024.05	74.8	61	86.6
TE 2025.12	74.68	-	-
Baseline 2025.12	74.35	-	-
PS-KD 2025.12	73.95	-	-
TE 2025.12	68.97	-	-
Rel-U 2025.12	67	-	-
Rel-U 2025.12	64	-	-
MC Dropout 2024.05	52.3	94.8	74.5
DMD-u 2025.12	51	-	-
DMD-b 2025.12	45	-	-