← Out-of-Distribution Detection

Papers with Code · CC BY-SA 4.0

ImageNet-1k vs Curated OODs (avg.)

아카이브 평가 16건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

평가 기록

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원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
NNGuide (RegNet)	AUROC 95.42 FPR95 17.97	Nearest Neighbor Guidance for Out-of-Distribution Detection 2023-09-26	코드 1 · 코드 2
NNGuide (ResNet50 w/ ReAct)	AUROC 95.45 FPR95 19.72	Nearest Neighbor Guidance for Out-of-Distribution Detection 2023-09-26	코드 1 · 코드 2
SCALE (ResNet50)	AUROC 95.71 FPR95 20.05	Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement 2023-09-30	코드 1
LINe (ResNet-50)	AUROC 95.03 FPR95 20.70	LINe: Out-of-Distribution Detection by Leveraging Important Neurons 2023-03-24	코드 1
ASH-S (ResNet-50)	AUROC 95.12 FPR95 22.8	Extremely Simple Activation Shaping for Out-of-Distribution Detection 2022-09-20	코드 1 · 코드 2
BATS (ResNet-50)	AUROC 94.28 FPR95 27.11	Boosting Out-of-distribution Detection with Typical Features 2022-10-09	연결 없음
DICE + ReAct (ResNet-50)	AUROC 93.4 FPR95 27.25	DICE: Leveraging Sparsification for Out-of-Distribution Detection 2021-11-18	코드 1
RankFeat (ResNetv2-101)	AUROC 92.15 FPR95 36.8	RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection 2022-09-18	코드 1
NPOS	AUROC 91.22 FPR95 37.93	Non-Parametric Outlier Synthesis 2023-03-06	코드 1
MCM (CLIP-L)	AUROC 91.49 FPR95 38.17	Delving into Out-of-Distribution Detection with Vision-Language Representations 2022-11-24	코드 1 · 코드 2
MOS (BiT-S-R101x1)	AUROC 90.11 FPR95 39.97	MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space 2021-05-05	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
ODIN+UMAP (ResNet-50)	AUROC 89.24 FPR95 40.94	Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability 2023-06-06	코드 1
DML	FPR95 54.74	Decoupling MaxLogit for Out-of-Distribution Detection 2023-01-01	연결 없음
DOE	AUROC 83.54 FPR95 59.83	Out-of-distribution Detection with Implicit Outlier Transformation 2023-03-09	코드 1
RP+GradNorm	FPR95 70.12	Detecting Out-of-distribution Data through In-distribution Class Prior 2023-04-25	코드 1
MOOD	AUROC 89.1	Rethinking Out-of-distribution (OOD) Detection: Masked Image Modeling is All You Need 2023-02-06	코드 1 · 코드 2