Out-of-Distribution Detection

Detect out-of-distribution or anomalous examples.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 76–100 of 888 papers

Title	Date	Tasks	Status	Hype
Overcoming Shortcut Problem in VLM for Robust Out-of-Distribution Detection	Jan 1, 2025	Out-of-Distribution DetectionOut of Distribution (OOD) Detection	CodeCode Available	0
Uncertainty-Aware Out-of-Distribution Detection with Gaussian Processes	Dec 30, 2024	Gaussian Processesimage-classification	—Unverified	0
Enhancing Reconstruction-Based Out-of-Distribution Detection in Brain MRI with Model and Metric Ensembles	Dec 23, 2024	Medical Image AnalysisOut-of-Distribution Detection	CodeCode Available	0
Out-of-Distribution Detection with Prototypical Outlier Proxy	Dec 22, 2024	Out-of-Distribution DetectionOut of Distribution (OOD) Detection	CodeCode Available	0
Adaptive Hierarchical Graph Cut for Multi-granularity Out-of-distribution Detection	Dec 20, 2024	Out-of-Distribution Detection	—Unverified	0
Distribution Shifts at Scale: Out-of-distribution Detection in Earth Observation	Dec 18, 2024	Earth ObservationOut-of-Distribution Detection	CodeCode Available	1
ITP: Instance-Aware Test Pruning for Out-of-Distribution Detection	Dec 17, 2024	Out-of-Distribution DetectionOut of Distribution (OOD) Detection	CodeCode Available	0
Mining In-distribution Attributes in Outliers for Out-of-distribution Detection	Dec 16, 2024	Out-of-Distribution DetectionOut of Distribution (OOD) Detection	CodeCode Available	0
Making the Flow Glow -- Robot Perception under Severe Lighting Conditions using Normalizing Flow Gradients	Dec 10, 2024	object-detectionObject Detection	CodeCode Available	0
Quantifying the Prediction Uncertainty of Machine Learning Models for Individual Data	Dec 10, 2024	Active LearningOut-of-Distribution Detection	—Unverified	0
Out-of-Distribution Detection with Overlap Index	Dec 9, 2024	Out-of-Distribution DetectionOut of Distribution (OOD) Detection	—Unverified	0
Your Data Is Not Perfect: Towards Cross-Domain Out-of-Distribution Detection in Class-Imbalanced Data	Dec 9, 2024	Out-of-Distribution Detection	—Unverified	0
Revisiting Energy-Based Model for Out-of-Distribution Detection	Dec 4, 2024	Out-of-Distribution DetectionOut of Distribution (OOD) Detection	CodeCode Available	0
Out-of-Distribution Detection for Neurosymbolic Autonomous Cyber Agents	Dec 3, 2024	Out-of-Distribution DetectionReinforcement Learning (RL)	—Unverified	0
NCDD: Nearest Centroid Distance Deficit for Out-Of-Distribution Detection in Gastrointestinal Vision	Dec 2, 2024	Out-of-Distribution DetectionOut of Distribution (OOD) Detection	CodeCode Available	0
FEVER-OOD: Free Energy Vulnerability Elimination for Robust Out-of-Distribution Detection	Dec 2, 2024	object-detectionObject Detection	CodeCode Available	0
Network Inversion and Its Applications	Nov 26, 2024	Decision MakingDiversity	—Unverified	0
Enhancing Few-Shot Out-of-Distribution Detection with Gradient Aligned Context Optimization	Nov 24, 2024	Out-of-Distribution DetectionOut of Distribution (OOD) Detection	CodeCode Available	0
Faithful Label-free Knowledge Distillation	Nov 22, 2024	Inductive BiasKnowledge Distillation	CodeCode Available	0
Out-Of-Distribution Detection with Diversification (Provably)	Nov 21, 2024	DiversityOut-of-Distribution Detection	CodeCode Available	0
Non-Linear Outlier Synthesis for Out-of-Distribution Detection	Nov 20, 2024	Out-of-Distribution DetectionOut of Distribution (OOD) Detection	CodeCode Available	0
BALI: Learning Neural Networks via Bayesian Layerwise Inference	Nov 18, 2024	Out-of-Distribution Detectionregression	—Unverified	0
Semantic or Covariate? A Study on the Intractable Case of Out-of-Distribution Detection	Nov 18, 2024	Out-of-Distribution DetectionOut of Distribution (OOD) Detection	—Unverified	0
Diffusion-based Layer-wise Semantic Reconstruction for Unsupervised Out-of-Distribution Detection	Nov 16, 2024	Out-of-Distribution DetectionOut of Distribution (OOD) Detection	CodeCode Available	0
OOD-SEG: Out-Of-Distribution detection for image SEGmentation with sparse multi-class positive-only annotations	Nov 14, 2024	Image SegmentationMedical Image Segmentation	—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