ML Research Wiki / Benchmarks / Out-of-Distribution Detection / ImageNet-1k vs Textures

ImageNet-1k vs Textures

Out-of-Distribution Detection Benchmark

Performance Over Time

📊 Showing 30 results | 📏 Metric: AUROC

Top Performing Models

Rank	Model	Paper	AUROC	Date	Code
1	ViM (BiT)	ViM: Out-Of-Distribution with Virtual-logit Matching	98.92	2022-03-21	📦 jingkang50/openood 📦 haoqiwang/vim
2	NAC-UE (ResNet-50)	Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization	97.90	2023-06-05	📦 bierone/ood_coverage
3	ASH-S (ResNet-50)	Extremely Simple Activation Shaping for Out-of-Distribution Detection	97.60	2022-09-20	📦 andrijazz/ash 📦 litianliu/fdbd-ood
4	SCALE (ResNet50)	Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement	97.37	2023-09-30	📦 kai422/scale
5	KNN (ResNet-50)	Out-of-Distribution Detection with Deep Nearest Neighbors	97.18	2022-04-13	📦 deeplearning-wisc/knn-ood 📦 ArthurHoa/deep-eknn 📦 munhouiani/ood-knn
6	DisCoPatch	DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection	96.40	2025-01-14	-
7	NNGuide (ResNet50 w/ ReAct)	Nearest Neighbor Guidance for Out-of-Distribution Detection	96.11	2023-09-26	📦 jingkang50/openood 📦 roomo7time/nnguide
8	NNGuide (RegNet) 📚	Nearest Neighbor Guidance for Out-of-Distribution Detection	95.82	2023-09-26	📦 jingkang50/openood 📦 roomo7time/nnguide
9	ViM (ViT-B/16) 📚	ViM: Out-Of-Distribution with Virtual-logit Matching	95.34	2022-03-21	📦 jingkang50/openood 📦 haoqiwang/vim
10	KNN (ResNet-50 SupCon)	Out-of-Distribution Detection with Deep Nearest Neighbors	94.45	2022-04-13	📦 deeplearning-wisc/knn-ood 📦 ArthurHoa/deep-eknn 📦 munhouiani/ood-knn

All Papers (30)

ViM: Out-Of-Distribution with Virtual-logit Matching

2022

ViM (BiT)

jingkang50/openood haoqiwang/vim

Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization

2023

NAC-UE (ResNet-50)

bierone/ood_coverage

Extremely Simple Activation Shaping for Out-of-Distribution Detection

2022

ASH-S (ResNet-50)

andrijazz/ash litianliu/fdbd-ood

Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement

2023

SCALE (ResNet50)

kai422/scale

Out-of-Distribution Detection with Deep Nearest Neighbors

2022

KNN (ResNet-50)

deeplearning-wisc/knn-ood ArthurHoa/deep-eknn munhouiani/ood-knn

DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection

2025

DisCoPatch

Nearest Neighbor Guidance for Out-of-Distribution Detection

2023

NNGuide (ResNet50 w/ ReAct)

jingkang50/openood roomo7time/nnguide

Nearest Neighbor Guidance for Out-of-Distribution Detection

2023

NNGuide (RegNet)

jingkang50/openood roomo7time/nnguide

ViM: Out-Of-Distribution with Virtual-logit Matching

2022

ViM (ViT-B/16)

jingkang50/openood haoqiwang/vim

Out-of-Distribution Detection with Deep Nearest Neighbors

2022

KNN (ResNet-50 SupCon)

deeplearning-wisc/knn-ood ArthurHoa/deep-eknn munhouiani/ood-knn

LINe: Out-of-Distribution Detection by Leveraging Important Neurons

2023

LINe (ResNet-50)

yonghyun-ahn/line-out-of-distribution-detection-by-leveraging-important-neurons

DICE: Leveraging Sparsification for Out-of-Distribution Detection

2021

DICE + ReAct (ResNet-50)

deeplearning-wisc/dice

Boosting Out-of-distribution Detection with Typical Features

2022

BATS (ResNet-50)

RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection

2022

RankFeat (ResNetv2-101)

kingjamessong/rankfeat

Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations

2025

CMA(ViT-B/16, NegLabel)

ma-kjh/CMA-OoDD

ReAct: Out-of-distribution Detection With Rectified Activations

2021

ReAct (ResNet-50)

deeplearning-wisc/react

Rethinking Out-of-distribution (OOD) Detection: Masked Image Modeling is All You Need

2023

MOOD

dvlab-research/mood julietljy/mood

DICE: Leveraging Sparsification for Out-of-Distribution Detection

2021

DICE (ResNet-50)

deeplearning-wisc/dice

Out-of-distribution Detection with Implicit Outlier Transformation

2023

DOE

qizhouwang/doe

Non-Parametric Outlier Synthesis

2023

NPOS

deeplearning-wisc/npos

Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability

2023

ODIN+UMAP (ResNet-50)

tmlr-group/unleashing-mask

Delving into Out-of-Distribution Detection with Vision-Language Representations

2022

MCM (CLIP-B)

deeplearning-wisc/mcm HHU-MMBS/plp-official-tmlr2024

SSD: A Unified Framework for Self-Supervised Outlier Detection

2021

SSD

inspire-group/SSD marclafon/heatood 2023-MindSpore-1/ms-code-223

Delving into Out-of-Distribution Detection with Vision-Language Representations

2022

MCM (CLIP-L)

deeplearning-wisc/mcm HHU-MMBS/plp-official-tmlr2024

Watermarking for Out-of-distribution Detection

2022

Watermarking (WRN-40-2 w/ MSP)

qizhouwang/watermarking

MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space

2021

MOS (BiT-S-R101x1)

deeplearning-wisc/large_scale_ood deeplearning-wisc/gradnorm_ood

Watermarking for Out-of-distribution Detection

2022

Watermarking (WRN-40-2 w/ Energy)

qizhouwang/watermarking

On the Importance of Gradients for Detecting Distributional Shifts in the Wild

2021

GradNorm (ResNetv2-101)

deeplearning-wisc/gradnorm_ood

ViM: Out-Of-Distribution with Virtual-logit Matching

2022

ViM (BiT-S-R101×1)

jingkang50/openood haoqiwang/vim

Forte : Finding Outliers with Representation Typicality Estimation

2024

Forte

DebarghaG/forte

Model	Paper	AUROC	Date
ViM (BiT)	ViM: Out-Of-Distribution with Virtual-logit Match…	98.92	2022-03-21
NAC-UE (ResNet-50)	Neuron Activation Coverage: Rethinking Out-of-dis…	97.90	2023-06-05
ASH-S (ResNet-50)	Extremely Simple Activation Shaping for Out-of-Di…	97.60	2022-09-20
SCALE (ResNet50)	Scaling for Training Time and Post-hoc Out-of-dis…	97.37	2023-09-30
KNN (ResNet-50)	Out-of-Distribution Detection with Deep Nearest N…	97.18	2022-04-13
DisCoPatch	DisCoPatch: Taming Adversarially-driven Batch Sta…	96.40	2025-01-14
NNGuide (ResNet50 w/ ReAct)	Nearest Neighbor Guidance for Out-of-Distribution…	96.11	2023-09-26
NNGuide (RegNet)	Nearest Neighbor Guidance for Out-of-Distribution…	95.82	2023-09-26
ViM (ViT-B/16)	ViM: Out-Of-Distribution with Virtual-logit Match…	95.34	2022-03-21
KNN (ResNet-50 SupCon)	Out-of-Distribution Detection with Deep Nearest N…	94.45	2022-04-13
LINe (ResNet-50)	LINe: Out-of-Distribution Detection by Leveraging…	94.44	2023-03-24
DICE + ReAct (ResNet-50)	DICE: Leveraging Sparsification for Out-of-Distri…	92.74	2021-11-18
BATS (ResNet-50)	Boosting Out-of-distribution Detection with Typic…	92.27	2022-10-09
RankFeat (ResNetv2-101)	RankFeat: Rank-1 Feature Removal for Out-of-distr…	91.70	2022-09-18
CMA(ViT-B/16, NegLabel)	Enhanced OoD Detection through Cross-Modal Alignm…	91.64	2025-03-24
ReAct (ResNet-50)	ReAct: Out-of-distribution Detection With Rectifi…	91.53	2021-11-24
MOOD	Rethinking Out-of-distribution (OOD) Detection: M…	91.30	2023-02-06
DICE (ResNet-50)	DICE: Leveraging Sparsification for Out-of-Distri…	90.30	2021-11-18
DOE	Out-of-distribution Detection with Implicit Outli…	88.90	2023-03-09
NPOS	Non-Parametric Outlier Synthesis	88.80	2023-03-06
ODIN+UMAP (ResNet-50)	Unleashing Mask: Explore the Intrinsic Out-of-Dis…	88.35	2023-06-06
MCM (CLIP-B)	Delving into Out-of-Distribution Detection with V…	86.11	2022-11-24
SSD	SSD: A Unified Framework for Self-Supervised Outl…	85.40	2021-03-22
MCM (CLIP-L)	Delving into Out-of-Distribution Detection with V…	84.88	2022-11-24
Watermarking (WRN-40-2 w/ MSP)	Watermarking for Out-of-distribution Detection	84.00	2022-10-27
MOS (BiT-S-R101x1)	MOS: Towards Scaling Out-of-distribution Detectio…	81.23	2021-05-05
Watermarking (WRN-40-2 w/ Energy)	Watermarking for Out-of-distribution Detection	80.80	2022-10-27
GradNorm (ResNetv2-101)	On the Importance of Gradients for Detecting Dist…	61.42	2021-10-01
ViM (BiT-S-R101×1)	ViM: Out-Of-Distribution with Virtual-logit Match…	4.69	2022-03-21
Forte	Forte : Finding Outliers with Representation Typi…		2024-10-02

ImageNet-1k vs Textures

Performance Over Time

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Top Performing Models

All Papers (30)

ViM: Out-Of-Distribution with Virtual-logit Matching

Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization

Extremely Simple Activation Shaping for Out-of-Distribution Detection

Scaling for Training Time and Post-hoc Out-of-distribution Detection Enhancement

Out-of-Distribution Detection with Deep Nearest Neighbors

DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection

Nearest Neighbor Guidance for Out-of-Distribution Detection

Nearest Neighbor Guidance for Out-of-Distribution Detection

ViM: Out-Of-Distribution with Virtual-logit Matching

Out-of-Distribution Detection with Deep Nearest Neighbors

LINe: Out-of-Distribution Detection by Leveraging Important Neurons

DICE: Leveraging Sparsification for Out-of-Distribution Detection

Boosting Out-of-distribution Detection with Typical Features

RankFeat: Rank-1 Feature Removal for Out-of-distribution Detection

Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations

ReAct: Out-of-distribution Detection With Rectified Activations

Rethinking Out-of-distribution (OOD) Detection: Masked Image Modeling is All You Need

DICE: Leveraging Sparsification for Out-of-Distribution Detection

Out-of-distribution Detection with Implicit Outlier Transformation

Non-Parametric Outlier Synthesis

Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability

Delving into Out-of-Distribution Detection with Vision-Language Representations

SSD: A Unified Framework for Self-Supervised Outlier Detection

Delving into Out-of-Distribution Detection with Vision-Language Representations

Watermarking for Out-of-distribution Detection

MOS: Towards Scaling Out-of-distribution Detection for Large Semantic Space

Watermarking for Out-of-distribution Detection

On the Importance of Gradients for Detecting Distributional Shifts in the Wild

ViM: Out-Of-Distribution with Virtual-logit Matching

Forte : Finding Outliers with Representation Typicality Estimation