Anomaly Detection
Benchmark List
All benchmarks related to this task
adni
Best model: Brainomaly
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aebad-s
Best model: MSFR
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aebad-v
Best model: MMR
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ag-news
Best model: DATE
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assira-cat-vs-dog
Best model: Shell-based Anomaly (supervisered)
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bottlecap
Best model: DFC
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btad
Best model: MuSc (zero-shot)
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cats-and-dogs
Best model: Self-Supervised One-class SVM, RBF kernel
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census
Best model: DevNet
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chuk-avenue
Best model: MULDE-object-centric-micro
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corridor
Best model: Two-stream
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dior
Best model: Self-Supervised One-class SVM, RBF kernel
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fishyscapes
Best model: RPL+CoroCL
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fishyscapes-l-f
Best model: cDNP+OE
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insplad
Best model: AttentDifferNet (SENet-AlexNet)
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kdd-99
Best model: PCA via oversampling
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ksdd2
Best model: SAA+
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lag
Best model: CCD
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leave-one-class-out-imagenet-30
Best model: BCE-CLIP (OE)
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mnist-test
Best model: OGNET
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mpdd
Best model: GLASS
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mvtec-3d-ad
Best model: CDO
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mvtec-ad
Best model: GLASS
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mvtec-ad-textures-domain-generalization
Best model: FABLE
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mvtec-loco-ad
Best model: CSAD
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nb15-dos
Best model: DIF
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numenta-anomaly-benchmark
Best model: HTM AL
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odds
Best model: kNN
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one-class-cifar-10
Best model: CLIP (OE)
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one-class-cifar-100
Best model: GeneralAD
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one-class-imagenet-30
Best model: CSI
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pose-agnostic-anomaly-detection-dataset
Best model: SplatPose
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pheva
Best model: MPED-RNN
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real-3d-ad
Best model: Reg 3D-AD
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road-anomaly
Best model: RbA
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shanghaitech
Best model: DAC(STG-NF + Jigsaw)
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shanghaitech-campus
Best model: TSGAD
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smd
Best model: MAAT
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stl-10
Best model: Shell-based Anomaly (supervised)
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street-scene
Best model: PGM
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surface-defect-saliency-of-magnetic-tile
Best model: HETMM
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svhn
Best model: RCALAD
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thyroid
Best model: RCALAD
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ubnormal
Best model: STG-NF - Supervised
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ucr-anomaly-archive
Best model: Auto-Encoder with Regression (AER)
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ucsd
Best model: DMAD
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uea-time-series-datasets
Best model: SINBAD
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unlabeled-cifar-10-vs-cifar-100
Best model: CSI
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vehicle-claims
Best model: Random Forest
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visa
Best model: GLAD
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voraus-ad
Best model: MVT-Flow
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wfdd
Best model: GLASS
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anomaly-detection-on-unlabeled-cifar-10-vs
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anomaly-detection-on-unlabeled-imagenet-30-vs
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anomaly-detection-on-anomaly-detection-on
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cifar-10
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coco-ooc
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fashion-mnist
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forest-covertype
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hyper-kvasir-dataset
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iitb-corridor
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kaggle-credit-card-fraud-dataset
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kdd-cup-1999-data-data-set
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leave-one-class-out-cifar-10
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lost-and-found
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mit-bih-arrhythmia-database
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mnist
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musk-v1
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mvtec-3d-ad-rgb
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mvtec-ad-1
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mvtec-ad-textures
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nb15-analysis
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nb15-backdoor
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tii-ssrc-23
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ucf-crime
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ucsd-peds2
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