Papers with Code · CC BY-SA 4.0

ImageNet-1k vs iNaturalist

아카이브 평가 28건 · 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
Forte	FPR95 0.64 ± 00.06 AUROC 99.67 ± 00.03	Forte : Finding Outliers with Representation Typicality Estimation 2024-10-02	코드 1
CMA(ViT-B/16, NegLabel)	FPR95 1.65 AUROC 99.62	Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations 2025-03-24	코드 1
NNGuide (RegNet)	FPR95 1.83 AUROC 99.57 Latency, ms 31.00	Nearest Neighbor Guidance for Out-of-Distribution Detection 2023-09-26	코드 1 · 코드 2
ViM (ViT-B/16)	FPR95 2.60 AUROC 99.41	ViM: Out-Of-Distribution with Virtual-logit Matching 2022-03-21	코드 1 · 코드 2
DisCoPatch	FPR95 3.6 AUROC 99.1 Latency, ms 1.56	DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection 2025-01-14	연결 없음
SCALE (ResNet50)	FPR95 9.5 AUROC 98.17 Latency, ms 11.27	Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement 2023-09-30	코드 1
MOS (BiT-S-R101x1)	FPR95 9.28 AUROC 98.15	MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space 2021-05-05	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
ASH-S (ResNet-50)	FPR95 11.49 AUROC 97.87	Extremely Simple Activation Shaping for Out-of-Distribution Detection 2022-09-20	코드 1 · 코드 2
NNGuide (ResNet50 w/ ReAct)	FPR95 11.12 AUROC 97.7 Latency, ms 11.10	Nearest Neighbor Guidance for Out-of-Distribution Detection 2023-09-26	코드 1 · 코드 2
BATS (ResNet-50)	AUROC 97.67	Boosting Out-of-distribution Detection with Typical Features 2022-10-09	연결 없음
LINe (ResNet-50)	FPR95 12.26 AUROC 97.56	LINe: Out-of-Distribution Detection by Leveraging Important Neurons 2023-03-24	코드 1
NAC-UE (ResNet-50)	AUROC 96.52	Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization 2023-06-05	코드 1
DICE + ReAct (ResNet-50)	FPR95 18.64 AUROC 96.24	DICE: Leveraging Sparsification for Out-of-Distribution Detection 2021-11-18	코드 1
NPOS	FPR95 16.58 AUROC 96.19	Non-Parametric Outlier Synthesis 2023-03-06	코드 1
MCM (CLIP-L)	FPR95 28.38 AUROC 94.95	Delving into Out-of-Distribution Detection with Vision-Language Representations 2022-11-24	코드 1 · 코드 2
KNN (ResNet-50 SupCon)	FPR95 30.83 AUROC 94.72	Out-of-Distribution Detection with Deep Nearest Neighbors 2022-04-13	코드 1 · 코드 2 · 코드 3
ODIN+UMAP (ResNet-50)	FPR95 21.97 AUROC 94.71	Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability 2023-06-06	코드 1
MCM (CLIP-B)	FPR95 30.91 AUROC 94.61	Delving into Out-of-Distribution Detection with Vision-Language Representations 2022-11-24	코드 1 · 코드 2
RankFeat (ResNetv2-101)	FPR95 41.31 AUROC 91.91	RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection 2022-09-18	코드 1
ReAct (ResNet-50)	FPR95 42.40 AUROC 91.53	ReAct: Out-of-distribution Detection With Rectified Activations 2021-11-24	코드 1
MOOD	AUROC 86.9	Rethinking Out-of-distribution (OOD) Detection: Masked Image Modeling is All You Need 2023-02-06	코드 1 · 코드 2
KNN (ResNet-50)	FPR95 59.08 AUROC 86.2	Out-of-Distribution Detection with Deep Nearest Neighbors 2022-04-13	코드 1 · 코드 2 · 코드 3
DOE	FPR95 55.87 AUROC 85.98	Out-of-distribution Detection with Implicit Outlier Transformation 2023-03-09	코드 1
SHE	FPR95 34.22	Out-of-Distribution Detection based on In-Distribution Data Patterns Memorization with Modern Hopfield Energy 2023-01-21	코드 1
RP+GradNorm	FPR95 43.87	Detecting Out-of-distribution Data through In-distribution Class Prior 2023-04-25	코드 1
DML	FPR95 47.32	Decoupling MaxLogit for Out-of-Distribution Detection 2023-01-01	연결 없음
GradNorm	FPR95 50.03	On the Importance of Gradients for Detecting Distributional Shifts in the Wild 2021-10-01	코드 1
GEN	FPR95 68.32	GEN: Pushing the Limits of Softmax-Based Out-of-Distribution Detection 2023-01-01	코드 1