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HyperAI
SOTA
OOD & Anomaly Detection

OOD & Anomaly Detection

Detecting out-of-distribution samples and general anomalies that differ from the training distribution, crucial for safe deployment.

Leaderboard

100 models total

Benchmarks

Wide ResNet 40x2

ResNet 34 + OECC+GM

Shell-Renormalized

One-class CIFAR-10

ImageNet-1k vs Textures

ImageNet-1k vs iNaturalist

NNGuide (RegNet)

ImageNet-1k vs Places

BATS (ResNet-50)

Fishyscapes L&F

ImageNet-1k vs SUN

LINe (ResNet50)

CIFAR-10 vs CIFAR-100

Wide 40-2 + OECC

CIFAR-100 vs CIFAR-10

WRN 40-2 + OECC

One-class CIFAR-100

ImageNet-1k vs Curated OODs (avg.)

ASH-S (ResNet-50)

Unlabeled CIFAR-10 vs CIFAR-100

One-class ImageNet-30

Writing Prompts

Kinetics600 129/110

ShanghaiTech Weakly Supervised

Learning Causal Temporal Relation and Feature Discrimination for Anomaly Detection

Anomaly Detection on Unlabeled CIFAR-10 vs LSUN (Fix)

FaceForensics++ (FF++)

Fu and Ollagnier (2025) dataset

DeeperForensics

FaceForensics++

ImageNet-1k vs OpenImage-O

NNGuide (RegNet)

SS-Model + WS-Model + Sultani et al.

Anomaly-ShapeNet

ASSIRA Cat Vs Dog

CIFAR-100 vs SVHN

Fishyscapes Lost&Found

Leave-One-Class-Out CIFAR-10

Leave-One-Class-Out ImageNet-30

Multi-rods Fishing

Anomaly Detection on Anomaly Detection on Unlabeled ImageNet-30 vs Flowers-102

Anomaly Detection on Unlabeled ImageNet-30 vs CUB-200

Chest X-ray-based diagnosis

DeepFake Detection Challenge

ImageNet-1k vs NINCO

Money Laundering Dataset

Synthetic Face Detection

Berkeley DeepDrive-100k

C4 RealNewsLike

Charlotte Anomaly Dataset

CIFAR-10 vs SVHN

CIFAR100 (K=20)

ENZYMES/PROTEIN

ImageNet (K=25)

ImageNet OOD benchmark

ImageNet-1k-OOD

ImageNet-Sketch

MMLU-PRO-CHOICE

MS-1M vs. IJB-C

ResNeXt50 + FSSD

OpenAIModeration

Python functions benchmark

ShanghaiTech Campus

XSum, WritingPrompts, Reddit

CIFAR-10 (ID) / Celeb A (OOD)

ENZYMES PROTEIN

FastMRI FS OAI MPR

FastMRI FS OAI T1

FastMRI NoFS OAI TSE

FreeSolv ToxCast

ImageNet dogs vs ImageNet non-dogs

ResNet34 + FSSD

MIT-Places-Small

Sentence Transformations

Timer generation detection

21-domain dataset

CIFAR-10 vs Gaussian

CIFAR-10 vs ImageNet (C)

CIFAR-10 vs ImageNet (R)

CIFAR-10 vs iSUN

CIFAR-10 vs LSUN (C)

CIFAR-10 vs LSUN (R)

CIFAR-10 vs Uniform

CIFAR-100 vs Gaussian

CIFAR-100 vs ImageNet (C)

CIFAR-100 vs ImageNet (R)

DenseNet-BC-100

CIFAR-100 vs iSUN

DenseNet-BC-100

CIFAR-100 vs LSUN (C)

CIFAR-100 vs LSUN (R)

DenseNet-BC-100

CIFAR-100 vs Uniform

DeepFake Detection Challenge Preview (DFDCP)

DiffusionForensics

FaceForensics++ (HQ)

Fishysc.L&F val.

Fishysc.Static val.

FishyScapes LaF

Fraud ecommerce

Gemma Scope (resid. SAE feature)

GPT-2 Small (resid. SAE feature)

GPT-2 XL (MLP neuron)

HC3→TQA-ChatGPT

HealthCareMagic-100k

ImageNet OpenOOD Benchmark

ImageNet-1K vs ImageNet-O

NNGuide-ViM (ViT-B/16)

Llama 3.1 8B Instruct (MLP neuron)

Math Problems (w/ Reasoning)

Mem (Gen) / Non-mem (Gen)

Mem (Train) / Non-mem (Non-train)

Mem (Train) / Non-mem (Train)

Natural Questions

Non-English text

Segment-Me-If-You-Can

Style Generation

Subject Generation

SVHN vs CIFAR-10

SVHN vs CIFAR-100

SVHN vs Gaussian

SVHN vs ImageNet (C)

SVHN vs ImageNet (R)

SVHN vs LSUN (C)

SVHN vs LSUN (R)

SVHN vs Uniform

Vehicle insurance

VisDA→MNIST-M

AI Code Detection Education

Amazon - Computers

Animals MetaCoCo

annotated dataset

Augmented Skin Conditions

Breast Ultrasound

Camelyon16_macro

Cardiotocography

Cartpole-3D-Balance

Celeb-DF-v1 (CDFv1)

Celeb-DF-v2 (CDFv2)

Celeb-DFv2 (CDF)

CIFAKE: Real and AI-Generated Synthetic Images

CIFAR-10 vs CIFAR-10.1

CIFAR-100 OOD benchmark

CIVILCOMMENTS-WILDS

CoCoVideo test set

Code Contest C++

Customizable-Ave

DALL·E-3 vs COCO

DeepFake Detection

Deepfake Detection (DFD)

Deepfake Detection Challenge (DFDC)

Deepfake-LSUN-Bedroom

EditGuard test set

eICU (Synthetic OOD)

FreeSolv/ToxCast

Golden Retrievers

Hate Speech and Offensive Language

HealthCareMagic

Humanoid-3D-Stand

ImageNet-10 / ImageNet-20

ImageNet-10 → ImageNet-20

ImageNet-10 vs ImageNet-20

ImageNet-1K vs ImageNet-C

ImageNet-1K vs SSB-hard

ImageNet-1K(-C)

ImageNet-20 / ImageNet-10

ImageNet-20 → ImageNet-10

ImageNet-200 FS

ImageNet-Sketches

ImageNet(Resize)

In-Distribution

iNAT2021-OSR-Aves

iNAT2021-OSR-Insecta

iNat21-OSR-Aves

Industry dataset

insurance study

LAION-Aesthetics V2

LAION400M vs. {CC12M ∪ CC3M ∪ MSCOCO}

LIBERO-Anomaly-10

Math Problems With Reasoning

Math Problems Without Reasoning

Meta-Llama-3-8B

MISL Image Database (MIDB)

Mistral-7B-v0.3

MNIST-C-canny-Edges

MVTec-AD-Zipper

New Generations

Open Australia Legal Corpus

Open-World Social Media

OpenOOD benchmark

Out-of-Distribution

Oxford-IIIT Pet

Pneumonia MNIST

Preference Alignment

Quadruped-3D-Run

RTAD-Creditcard

RTAD-Healthcare

SD-saliency-900

SemanticKITTI-OoD

SemanticPOSS-OoD

SMIYC LFNoKnown

sockpuppet investigations dataset

Speech Commands

Spurious ImageNet

Sydney Urban Object Dataset

Sydney Urban Objects

synthetic datasets

TA (InjecAgent)

Tiered-ImageNet

Tiny-ImageNet-C

TinyImageNet-Hard

Jigsaw Toxic Comment Classification Dataset

toxic/offensive

XSum, SQuAD, WritingPrompts

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