Papers with Code · CC BY-SA 4.0

ImageNet-1k vs SUN

아카이브 평가 22건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

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원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
CMA(ViT-B/16, NegLabel)	FPR95 16.84 AUROC 96.36	Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations 2025-03-24	코드 1
LINe (ResNet50)	FPR95 19.48 AUROC 95.26	LINe: Out-of-Distribution Detection by Leveraging Important Neurons 2023-03-24	코드 1
NNGuide (RegNet)	FPR95 21.58 AUROC 94.43	Nearest Neighbor Guidance for Out-of-Distribution Detection 2023-09-26	코드 1 · 코드 2
SCALE (ResNet50)	FPR95 23.27 AUROC 95.02	Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement 2023-09-30	코드 1
DICE + ReAct (ResNet-50)	FPR95 25.45 AUROC 93.94	DICE: Leveraging Sparsification for Out-of-Distribution Detection 2021-11-18	코드 1
ASH-S (ResNet-50)	FPR95 27.98 AUROC 94.02	Extremely Simple Activation Shaping for Out-of-Distribution Detection 2022-09-20	코드 1 · 코드 2
MCM (CLIP-L)	FPR95 29.00 AUROC 94.14	Delving into Out-of-Distribution Detection with Vision-Language Representations 2022-11-24	코드 1 · 코드 2
RankFeat (ResNetv2-101)	FPR95 29.27 AUROC 94.07	RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection 2022-09-18	코드 1
DICE (ResNet-50)	FPR95 35.15 AUROC 90.83	DICE: Leveraging Sparsification for Out-of-Distribution Detection 2021-11-18	코드 1
MCM (CLIP-B)	FPR95 37.59 AUROC 92.57	Delving into Out-of-Distribution Detection with Vision-Language Representations 2022-11-24	코드 1 · 코드 2
MOS (BiT-S-R101x1)	FPR95 40.63 AUROC 92.01	MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space 2021-05-05	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
NPOS	FPR95 43.77 AUROC 90.44	Non-Parametric Outlier Synthesis 2023-03-06	코드 1
GradNorm (ResNetv2-101)	FPR95 46.48	On the Importance of Gradients for Detecting Distributional Shifts in the Wild 2021-10-01	코드 1
ReAct (ResNet-50)	FPR95 47.69 AUROC 88.16	ReAct: Out-of-distribution Detection With Rectified Activations 2021-11-24	코드 1
KNN (ResNet-50 SupCon)	FPR95 48.91 AUROC 88.40	Out-of-Distribution Detection with Deep Nearest Neighbors 2022-04-13	코드 1 · 코드 2 · 코드 3
ODIN+UMAP (ResNet-50)	FPR95 49.69 AUROC 86.92	Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability 2023-06-06	코드 1
SHE	FPR95 54.19	Out-of-Distribution Detection based on In-Distribution Data Patterns Memorization with Modern Hopfield Energy 2023-01-21	코드 1
DML	FPR95 57.40	Decoupling MaxLogit for Out-of-Distribution Detection 2023-01-01	연결 없음
KNN (ResNet-50)	FPR95 69.53 AUROC 80.10	Out-of-Distribution Detection with Deep Nearest Neighbors 2022-04-13	코드 1 · 코드 2 · 코드 3
RP+GradNorm	FPR95 73.53	Detecting Out-of-distribution Data through In-distribution Class Prior 2023-04-25	코드 1
DOE	FPR95 80.94 AUROC 76.26	Out-of-distribution Detection with Implicit Outlier Transformation 2023-03-09	코드 1
MOOD	AUROC 89.8	Rethinking Out-of-distribution (OOD) Detection: Masked Image Modeling is All You Need 2023-02-06	코드 1 · 코드 2