OpenCodePapers

out-of-distribution-detection-on-imagenet-1k-12

Out-of-Distribution Detection

Results over time

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Leaderboard

Paper	Code	FPR95	AUROC	ModelName	ReleaseDate
Nearest Neighbor Guidance for Out-of-Distribution Detection	✓ Link	17.97	95.42	NNGuide (RegNet)	2023-09-26
Nearest Neighbor Guidance for Out-of-Distribution Detection	✓ Link	19.72	95.45	NNGuide (ResNet50 w/ ReAct)	2023-09-26
Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement	✓ Link	20.05	95.71	SCALE (ResNet50)	2023-09-30
LINe: Out-of-Distribution Detection by Leveraging Important Neurons	✓ Link	20.70	95.03	LINe (ResNet-50)	2023-03-24
Extremely Simple Activation Shaping for Out-of-Distribution Detection	✓ Link	22.8	95.12	ASH-S (ResNet-50)	2022-09-20
Boosting Out-of-distribution Detection with Typical Features		27.11	94.28	BATS (ResNet-50)	2022-10-09
DICE: Leveraging Sparsification for Out-of-Distribution Detection	✓ Link	27.25	93.4	DICE + ReAct (ResNet-50)	2021-11-18
RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection	✓ Link	36.8	92.15	RankFeat (ResNetv2-101)	2022-09-18
Non-Parametric Outlier Synthesis	✓ Link	37.93	91.22	NPOS	2023-03-06
Delving into Out-of-Distribution Detection with Vision-Language Representations	✓ Link	38.17	91.49	MCM (CLIP-L)	2022-11-24
MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space	✓ Link	39.97	90.11	MOS (BiT-S-R101x1)	2021-05-05
Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability	✓ Link	40.94	89.24	ODIN+UMAP (ResNet-50)	2023-06-06
Decoupling MaxLogit for Out-of-Distribution Detection		54.74		DML	2023-01-01
Out-of-distribution Detection with Implicit Outlier Transformation	✓ Link	59.83	83.54	DOE	2023-03-09
Detecting Out-of-distribution Data through In-distribution Class Prior)	✓ Link	70.12		RP+GradNorm	2023-04-25
Rethinking Out-of-distribution (OOD) Detection: Masked Image Modeling is All You Need	✓ Link		89.1	MOOD	2023-02-06