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Out-of-Distribution Detection

Detect out-of-distribution or anomalous examples.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–10 of 888 papers

Title	Date	Tasks	Status	Hype
Safe Domain Randomization via Uncertainty-Aware Out-of-Distribution Detection and Policy Adaptation	Jul 8, 2025	MuJoCoOut-of-Distribution Detection	—Unverified	0
FA: Forced Prompt Learning of Vision-Language Models for Out-of-Distribution Detection	Jul 6, 2025	Out-of-Distribution DetectionOut of Distribution (OOD) Detection	CodeCode Available	0
Out-of-distribution detection in 3D applications: a review	Jul 1, 2025	Autonomous DrivingNavigate	—Unverified	0
Generative Adversarial Evasion and Out-of-Distribution Detection for UAV Cyber-Attacks	Jun 26, 2025	Anomaly DetectionGenerative Adversarial Network	—Unverified	0
A Variational Information Theoretic Approach to Out-of-Distribution Detection	Jun 17, 2025	Out-of-Distribution DetectionOut of Distribution (OOD) Detection	—Unverified	0
Enclosing Prototypical Variational Autoencoder for Explainable Out-of-Distribution Detection	Jun 17, 2025	Decision MakingOut-of-Distribution Detection	—Unverified	0
DIsoN: Decentralized Isolation Networks for Out-of-Distribution Detection in Medical Imaging	Jun 10, 2025	Binary ClassificationOut-of-Distribution Detection	—Unverified	0
EviNet: Evidential Reasoning Network for Resilient Graph Learning in the Open and Noisy Environments	Jun 8, 2025	Graph LearningLogical Reasoning	CodeCode Available	0
Network Inversion for Uncertainty-Aware Out-of-Distribution Detection	May 29, 2025	Out-of-Distribution DetectionOut of Distribution (OOD) Detection	—Unverified	0
Buffer-free Class-Incremental Learning with Out-of-Distribution Detection	May 29, 2025	class-incremental learningClass Incremental Learning	—Unverified	0

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All datasets ImageNet-1k vs Textures ImageNet-1k vs iNaturalist ImageNet-1k vs Places ImageNet-1k vs SUN ImageNet-1k vs Curated OODs (avg.)CIFAR-100 vs CIFAR-10 CIFAR-10 vs CIFAR-100 CIFAR-10 ImageNet-1k vs OpenImage-O STL-10 CIFAR-100 vs SVHN ADE-OoD

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ViM (BiT)	AUROC	98.92	—	Unverified
2	NAC-UE (ResNet-50)	AUROC	97.9	—	Unverified
3	ASH-S (ResNet-50)	AUROC	97.6	—	Unverified
4	SCALE (ResNet50)	AUROC	97.37	—	Unverified
5	KNN (ResNet-50)	AUROC	97.18	—	Unverified
6	DisCoPatch	AUROC	96.4	—	Unverified
7	NNGuide (ResNet50 w/ ReAct)	AUROC	96.11	—	Unverified
8	NNGuide (RegNet)	AUROC	95.82	—	Unverified
9	ViM (ViT-B/16)	AUROC	95.34	—	Unverified
10	KNN (ResNet-50 SupCon)	AUROC	94.45	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CMA(ViT-B/16, NegLabel)	AUROC	99.62	—	Unverified
2	NNGuide (RegNet)	AUROC	99.57	—	Unverified
3	ViM (ViT-B/16)	AUROC	99.41	—	Unverified
4	DisCoPatch	AUROC	99.1	—	Unverified
5	SCALE (ResNet50)	AUROC	98.17	—	Unverified
6	MOS (BiT-S-R101x1)	AUROC	98.15	—	Unverified
7	ASH-S (ResNet-50)	AUROC	97.87	—	Unverified
8	NNGuide (ResNet50 w/ ReAct)	AUROC	97.7	—	Unverified
9	BATS (ResNet-50)	AUROC	97.67	—	Unverified
10	LINe (ResNet-50)	AUROC	97.56	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MOOD	AUROC	88.5	—	Unverified
2	RP+GradNorm	FPR95	83.29	—	Unverified
3	KNN (ResNet-50)	FPR95	77.09	—	Unverified
4	Watermarking (WRN-40-2 w/ Energy)	FPR95	71.85	—	Unverified
5	Watermarking (WRN-40-2 w/ MSP)	FPR95	70.59	—	Unverified
6	DOE	FPR95	67.84	—	Unverified
7	DML	FPR95	61.43	—	Unverified
8	GradNorm (ResNetv2-101)	FPR95	60.86	—	Unverified
9	KNN (ResNet-50 SupCon)	FPR95	60.02	—	Unverified
10	ReAct (ResNet-50)	FPR95	51.56	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MOOD	AUROC	89.8	—	Unverified
2	DOE	FPR95	80.94	—	Unverified
3	RP+GradNorm	FPR95	73.53	—	Unverified
4	KNN (ResNet-50)	FPR95	69.53	—	Unverified
5	DML	FPR95	57.4	—	Unverified
6	SHE	FPR95	54.19	—	Unverified
7	ODIN+UMAP (ResNet-50)	FPR95	49.69	—	Unverified
8	KNN (ResNet-50 SupCon)	FPR95	48.91	—	Unverified
9	ReAct (ResNet-50)	FPR95	47.69	—	Unverified
10	GradNorm (ResNetv2-101)	FPR95	46.48	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MOOD	AUROC	89.1	—	Unverified
2	RP+GradNorm	FPR95	70.12	—	Unverified
3	DOE	FPR95	59.83	—	Unverified
4	DML	FPR95	54.74	—	Unverified
5	ODIN+UMAP (ResNet-50)	FPR95	40.94	—	Unverified
6	MOS (BiT-S-R101x1)	FPR95	39.97	—	Unverified
7	MCM (CLIP-L)	FPR95	38.17	—	Unverified
8	NPOS	FPR95	37.93	—	Unverified
9	RankFeat (ResNetv2-101)	FPR95	36.8	—	Unverified
10	DICE + ReAct (ResNet-50)	FPR95	27.25	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DHM	AUROC	100	—	Unverified
2	Ensemble of ViTs	AUROC	98.11	—	Unverified
3	ViT-L_16 finetuned on CIFAR-100	AUROC	97.98	—	Unverified
4	R50+ViT_B-16 finetuned on CIFAR-100	AUROC	96.23	—	Unverified
5	ViT_B-16 finetuned on CIFAR-100	AUROC	95.53	—	Unverified
6	MLP-Mixer_B-16 finetuned on CIFAR-100	AUROC	95.31	—	Unverified
7	CLIP using class name words describing the two distributions	AUROC	94.68	—	Unverified
8	ERD (ResNet18)	AUROC	94.3	—	Unverified
9	OpenHybrid	AUROC	85.6	—	Unverified
10	Maximum Logit Score (MLS)	AUROC	83.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DHM	AUROC	100	—	Unverified
2	R+ViT finetuned on CIFAR-10	AUROC	98.52	—	Unverified
3	ViT finetuned on CIFAR-10	AUROC	98.42	—	Unverified
4	MLP-Mixer finetuned on CIFAR-10	AUROC	97.85	—	Unverified
5	ZODE-KNN	AUROC	97.12	—	Unverified
6	OpenHybrid	AUROC	95.1	—	Unverified
7	ERD (ResNet18)	AUROC	95.1	—	Unverified
8	Wide 40-2 + OECC	AUROC	94.9	—	Unverified
9	WRN 40-2 + OE	AUROC	93.3	—	Unverified
10	Isolation Forest on EfficientNet Softmax values	AUROC	91.95	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DHM	AUROC	100	—	Unverified
2	Wide ResNet 40x2	AUROC	99.9	—	Unverified
3	ResNet 34 + OECC+GM	AUROC	99.7	—	Unverified
4	ResNet 34 + FSSD	AUROC	99.5	—	Unverified
5	Wide ResNet 40x2	AUROC	99.43	—	Unverified
6	ZODE-KNN	AUROC	99.12	—	Unverified
7	ResNet18 + APR-P	AUROC	98.1	—	Unverified
8	WRN 40-2 + OE	AUROC	97.8	—	Unverified
9	WRN 40-2 (MSP Baseline)	AUROC	97.8	—	Unverified
10	WRN 40-2 + Rotation Prediction	AUROC	96.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	NNGuide (RegNet)	AUROC	97.73	—	Unverified
2	ViM (ViT-B/16)	AUROC	97.61	—	Unverified
3	DisCoPatch	AUROC	94.4	—	Unverified
4	NNGuide (ResNet50 w/ ReAct)	AUROC	92.49	—	Unverified
5	NAC-UE (ResNet-50)	AUROC	91.45	—	Unverified
6	GEN	AUROC	80.43	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Mixup (Gaussian)	Percentage correct	95.93	—	Unverified
2	Mixup (Imagenet)	Percentage correct	83.28	—	Unverified
3	Baseline (Imagenet)	Percentage correct	80.57	—	Unverified
4	Dropout(Imagenet)	Percentage correct	78.93	—	Unverified
5	Baseline (Gaussian)	Percentage correct	73.28	—	Unverified
6	Dropout(Gaussian)	Percentage correct	70.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OECC + MD	AUROC	98.7	—	Unverified
2	DenseNet-BC-100	AUROC	98.4	—	Unverified
3	ResNet-34	AUROC	97.9	—	Unverified
4	CSNN	AUROC	87.2	—	Unverified
5	OE	AUROC	86.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RbA	AP	66.82	—	Unverified
2	DOoD	AP	63.03	—	Unverified
3	cDNP	AP	62.35	—	Unverified
4	GMMSeg	AP	47.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	WRN 40-2 (MSP Baseline)	FPR95	62.66	—	Unverified
2	WRN 40-2 + OE	FPR95	38.5	—	Unverified
3	WRN 40-2 + OECC	FPR95	28.89	—	Unverified
4	Wide ResNet 40x2	FPR95	23.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ViT-B-384 Mahalanobis (pre-trained on IN-21k)	AUROC	95	—	Unverified
2	DisCoPatch	AUROC	94.3	—	Unverified
3	EffNetv2-M Relative Mahalanobis	AUROC	88.9	—	Unverified
4	EffNetb7 Relative Cosine Sim	AUROC	87.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResNeXt50 + FSSD	AUROC	86.7	—	Unverified
2	ResNeXt 50 + Maha distance	AUROC	82.5	—	Unverified
3	ResNeXt 50 + ODIN	AUROC	61.3	—	Unverified
4	ResNeXt 50 + OE	AUROC	52.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GEN	FPR95	97.3	—	Unverified
2	ViM (ViT-B/16)	FPR95	36.75	—	Unverified
3	NNGuide-ViM (ViT-B/16)	FPR95	33.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResNet34 + FSSD	AUROC	93.1	—	Unverified
2	ResNet 34 + OE	AUROC	92.5	—	Unverified
3	ResNet 34 + ODIN	AUROC	90.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	2-Layered GRU	AUROC	99.6	—	Unverified