Papers with Code · CC BY-SA 4.0

ImageNet-1k vs Textures

아카이브 평가 34건 · 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
ViM (BiT)	AUROC 98.92	ViM: Out-Of-Distribution with Virtual-logit Matching 2022-03-21	코드 1 · 코드 2
Forte	FPR95 5.61 ± 00.25 AUROC 98.04 ± 00.10	Forte : Finding Outliers with Representation Typicality Estimation 2024-10-02	코드 1
NAC-UE (ResNet-50)	AUROC 97.9	Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization 2023-06-05	코드 1
ASH-S (ResNet-50)	FPR95 11.93 AUROC 97.6	Extremely Simple Activation Shaping for Out-of-Distribution Detection 2022-09-20	코드 1 · 코드 2
SCALE (ResNet50)	FPR95 12.93 AUROC 97.37 Latency, ms 11.27	Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement 2023-09-30	코드 1
KNN (ResNet-50)	FPR95 11.56 AUROC 97.18	Out-of-Distribution Detection with Deep Nearest Neighbors 2022-04-13	코드 1 · 코드 2 · 코드 3
DisCoPatch	FPR95 18.9 AUROC 96.4 Latency, ms 1.56	DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection 2025-01-14	연결 없음
NNGuide (ResNet50 w/ ReAct)	FPR95 17.27 AUROC 96.11 Latency, ms 11.10	Nearest Neighbor Guidance for Out-of-Distribution Detection 2023-09-26	코드 1 · 코드 2
NNGuide (RegNet)	FPR95 17.00 AUROC 95.82 Latency, ms 31.00	Nearest Neighbor Guidance for Out-of-Distribution Detection 2023-09-26	코드 1 · 코드 2
ViM (ViT-B/16)	FPR95 20.31 AUROC 95.34	ViM: Out-Of-Distribution with Virtual-logit Matching 2022-03-21	코드 1 · 코드 2
KNN (ResNet-50 SupCon)	FPR95 16.97 AUROC 94.45	Out-of-Distribution Detection with Deep Nearest Neighbors 2022-04-13	코드 1 · 코드 2 · 코드 3
LINe (ResNet-50)	FPR95 22.54 AUROC 94.44	LINe: Out-of-Distribution Detection by Leveraging Important Neurons 2023-03-24	코드 1
DICE + ReAct (ResNet-50)	FPR95 28.07 AUROC 92.74	DICE: Leveraging Sparsification for Out-of-Distribution Detection 2021-11-18	코드 1
BATS (ResNet-50)	FPR95 38.9 AUROC 92.27	Boosting Out-of-distribution Detection with Typical Features 2022-10-09	연결 없음
RankFeat (ResNetv2-101)	FPR95 37.29 AUROC 91.7	RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection 2022-09-18	코드 1
CMA(ViT-B/16, NegLabel)	FPR95 33.58 AUROC 91.64	Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations 2025-03-24	코드 1
ReAct (ResNet-50)	FPR95 38.42 AUROC 91.53	ReAct: Out-of-distribution Detection With Rectified Activations 2021-11-24	코드 1
MOOD	AUROC 91.3	Rethinking Out-of-distribution (OOD) Detection: Masked Image Modeling is All You Need 2023-02-06	코드 1 · 코드 2
DICE (ResNet-50)	FPR95 31.72 AUROC 90.3	DICE: Leveraging Sparsification for Out-of-Distribution Detection 2021-11-18	코드 1
DOE	FPR95 34.67 AUROC 88.9	Out-of-distribution Detection with Implicit Outlier Transformation 2023-03-09	코드 1
NPOS	FPR95 46.12 AUROC 88.80	Non-Parametric Outlier Synthesis 2023-03-06	코드 1
ODIN+UMAP (ResNet-50)	FPR95 42.02 AUROC 88.35	Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability 2023-06-06	코드 1
MCM (CLIP-B)	FPR95 57.77 AUROC 86.11	Delving into Out-of-Distribution Detection with Vision-Language Representations 2022-11-24	코드 1 · 코드 2
SSD	FPR95 57.2 AUROC 85.4	SSD: A Unified Framework for Self-Supervised Outlier Detection 2021-03-22	코드 1 · 코드 2 · 코드 3
MCM (CLIP-L)	FPR95 59.88 AUROC 84.88	Delving into Out-of-Distribution Detection with Vision-Language Representations 2022-11-24	코드 1 · 코드 2
Watermarking (WRN-40-2 w/ MSP)	FPR95 61.2 AUROC 84.00	Watermarking for Out-of-distribution Detection 2022-10-27	코드 1
MOS (BiT-S-R101x1)	FPR95 60.43 AUROC 81.23	MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space 2021-05-05	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
Watermarking (WRN-40-2 w/ Energy)	FPR95 67.75 AUROC 80.80	Watermarking for Out-of-distribution Detection 2022-10-27	코드 1
ViM (BiT-S-R101×1)	FPR95 4.69	ViM: Out-Of-Distribution with Virtual-logit Matching 2022-03-21	코드 1 · 코드 2
SHE	FPR95 45.09	Out-of-Distribution Detection based on In-Distribution Data Patterns Memorization with Modern Hopfield Energy 2023-01-21	코드 1