Papers with Code · CC BY-SA 4.0

ImageNet-1k vs Places

아카이브 평가 25건 · 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.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
CMA(ViT-B/16, NegLabel)	FPR95 27.65 AUROC 93.11	Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations 2025-03-24	코드 1
LINe (ResNet50)	FPR95 28.52 AUROC 92.85	LINe: Out-of-Distribution Detection by Leveraging Important Neurons 2023-03-24	코드 1
NNGuide (RegNet)	FPR95 31.47 AUROC 91.87	Nearest Neighbor Guidance for Out-of-Distribution Detection 2023-09-26	코드 1 · 코드 2
BATS (ResNet-50)	FPR95 34.34 AUROC 91.83	Boosting Out-of-distribution Detection with Typical Features 2022-10-09	연결 없음
SCALE (ResNet50)	FPR95 34.51 AUROC 92.26	Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement 2023-09-30	코드 1
MCM (CLIP-L)	FPR95 35.42 AUROC 92.00	Delving into Out-of-Distribution Detection with Vision-Language Representations 2022-11-24	코드 1 · 코드 2
DICE + ReAct (ResNet-50)	FPR95 36.86 AUROC 90.67	DICE: Leveraging Sparsification for Out-of-Distribution Detection 2021-11-18	코드 1
RankFeat (ResNetv2-101)	FPR95 39.34 AUROC 90.93	RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection 2022-09-18	코드 1
ASH-S (ResNet-50)	FPR95 39.78 AUROC 90.98	Extremely Simple Activation Shaping for Out-of-Distribution Detection 2022-09-20	코드 1 · 코드 2
MCM (CLIP-B)	FPR95 44.69 AUROC 89.77	Delving into Out-of-Distribution Detection with Vision-Language Representations 2022-11-24	코드 1 · 코드 2
NPOS	FPR95 45.27 AUROC 89.44	Non-Parametric Outlier Synthesis 2023-03-06	코드 1
SHE	FPR95 45.35	Out-of-Distribution Detection based on In-Distribution Data Patterns Memorization with Modern Hopfield Energy 2023-01-21	코드 1
DICE (ResNet-50)	FPR95 46.49 AUROC 87.48	DICE: Leveraging Sparsification for Out-of-Distribution Detection 2021-11-18	코드 1
MOS (BiT-S-R101x1)	FPR95 49.54 AUROC 89.06	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)	FPR95 50.06 AUROC 86.99	Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability 2023-06-06	코드 1
ReAct (ResNet-50)	FPR95 51.56 AUROC 86.64	ReAct: Out-of-distribution Detection With Rectified Activations 2021-11-24	코드 1
KNN (ResNet-50 SupCon)	FPR95 60.02 AUROC 84.62	Out-of-Distribution Detection with Deep Nearest Neighbors 2022-04-13	코드 1 · 코드 2 · 코드 3
GradNorm (ResNetv2-101)	FPR95 60.86	On the Importance of Gradients for Detecting Distributional Shifts in the Wild 2021-10-01	코드 1
DML	FPR95 61.43	Decoupling MaxLogit for Out-of-Distribution Detection 2023-01-01	연결 없음
DOE	FPR95 67.84 AUROC 83.05	Out-of-distribution Detection with Implicit Outlier Transformation 2023-03-09	코드 1
Watermarking (WRN-40-2 w/ MSP)	FPR95 70.59 AUROC 82.03	Watermarking for Out-of-distribution Detection 2022-10-27	코드 1
Watermarking (WRN-40-2 w/ Energy)	FPR95 71.85 AUROC 79.85	Watermarking for Out-of-distribution Detection 2022-10-27	코드 1
KNN (ResNet-50)	FPR95 77.09 AUROC 74.87	Out-of-Distribution Detection with Deep Nearest Neighbors 2022-04-13	코드 1 · 코드 2 · 코드 3
RP+GradNorm	FPR95 83.29	Detecting Out-of-distribution Data through In-distribution Class Prior 2023-04-25	코드 1
MOOD	AUROC 88.5	Rethinking Out-of-distribution (OOD) Detection: Masked Image Modeling is All You Need 2023-02-06	코드 1 · 코드 2