one-class-classification

There are 7 repositories under one-class-classification topic.

GuansongPang / SOTA-Deep-Anomaly-Detection
List of implementation of SOTA deep anomaly detection methods
anomaly-detection deep-anomaly-detection one-class-classification outlier-detection deep-learning
109
ORippler / gaussian-ad-mvtec
Code underlying our publication "Modeling the Distribution of Normal Data in Pre-Trained Deep Features for Anomaly Detection" at ICPR2020
mvtec anomaly-detection deep-anomaly-detection transfer-learning one-class-classification mvtec-ad
Language:Python 103
tianyu0207 / IGD
Official code for 'Deep One-Class Classification via Interpolated Gaussian Descriptor' [AAAI 2022 Oral]
deep-learning one-class-classification anomaly-detection anomaly-segmentation
Language:Python 68
xuhongzuo / couta
a time series anomaly detection method based on the calibrated one-class classifier
anomaly-detection one-class-classification outlier-detection self-supervised-learning time-series uncertainty-modeling
Language:Python 68
google-research / spade_anomaly_detection
Semi-supervised anomaly detection method
anomaly-detection-algorithm one-class-classification semi-supervised ensemble-model
Language:Python 46
lukasruff / Classification-AD
Repository for the paper "Rethinking Assumptions in Anomaly Detection"
anomaly-detection deep-learning one-class-classification one-class-learning deep-anomaly-detection machine-learning pytorch python python3
Language:Python 36
Y-oHr-N / kenchi
A scikit-learn compatible library for anomaly detection
anomaly-detection data-mining data-science machine-learning novelty-detection one-class-classification outlier-detection scikit-learn statistics
Language:Python 35
hs-jiang / FISVDD
Fast Incremental Support Vector Data Description implemented in Python
outlier-detection outlier-detection-algorithm one-class-svm one-class-classification svdd svm svm-learning anomaly-detection iot gaussian-kernel online-algorithms online-learning online-learning-algorithms paper aaai aaai2019 aaai-19 aaai19 support-vectors
Language:Python 31
yul091 / GraphLogAD
Codebase for the ICKG 2023 paper: "GLAD: Content-aware Dynamic Graphs For Log Anomaly Detection".
anomaly-detection few-shot-learning graph-neural-networks information-extraction one-class-classification transformers
Language:Python 21
bharathsudharsan / COVID-away
Code for paper 'Avoid touching your face: A hand-to-face 3d motion dataset (covid-away) and trained models for smartwatches'
dataset-creation sensor-fusion features-extraction covid-19 visualization cnn-model one-class-svm one-class-classification iforest local-outlier-factor pickle tflite optimization smartwatch 3d-motion accelerometer gyroscope rotation-vectors barometric-pressure
Language:Python 19
tim5go / awesome-one-class-classification
A curated list of awesome resources dedicated to One Class Classification.
machine-learning nlp novelty-detection one-class-classification one-class-svm out-of-domain-detection outlier-detection text-classification
17
bharathsudharsan / Edge2Guard
Code for PerCom paper 'Edge2Guard: Botnet Attacks Detecting Offline Models for Resource-Constrained IoT Devices'
botnet-detection supervised-learning attack-classification iot-devices edge-computing mirai-bot privacy exploratory-data-analysis one-class-classification data-pre-processing malware-detection ddos-attacks
Language:Jupyter Notebook 16
ogozuacik / one-class-drift-detection
unsupervised concept drift detection with one-class classifiers
concept-drift one-class-classification unsupervised-learning data-stream
Language:Python 16
patrickschlachter / deep-occ-using-ics
Deep One-Class Classification using Intra-Class Splitting
deep-learning one-class-classification intra-class-splitting anomaly-detection one-class one-class-learning python keras
Language:Python 15
seonho-park / PGN_anomaly_detection
Prior Generating Networks for Anomaly Detection
anomaly-detection deep-learning one-class-classification one-class-learning pytorch python
Language:Python 14
lrcfmd / cocrystal_design
A set of tools to rank molecular pairs by their similarity to components of co-crystal reported in the CSD.
chemistry database jupyter-notebook one-class-classification python
Language:Jupyter Notebook 11
englhardt / SVDD.jl
A Julia package for Support Vector Data Description.
svdd outlier-detection anomaly-detection classification one-class-classification support-vector-data-description
Language:Julia 9
pej0918 / SK-RD4AD
[CVPRW'25] Official Code For "SK-RD4AD: Skip-Connected Reverse Distillation for One-Class Anomaly Detection"
anomaly-detection computer-vision cvpr-workshop-2025 industrial-ai one-class-classification skip-connection vision-ai
Language:Python 9
frncscp / patacognition
Legacy repo for the Artificial Intelligence capable of patacón recognition (Now on HuggingFace)
cnn ml patacon ai artificial-intelligence deep-learning machine-learning custom-cnn one-class-classification transformers
Language:Python 8
Linear-Fox-Labs / DePixel
Distinguish between real and AI-generated images.
ai detection lnp one-class-classification training deep-learning neural-network image-detection
Language:Python 7
englhardt / OneClassActiveLearning.jl
A Julia package for One-Class Active Learning.
active-learning anomaly-detection one-class-classification outlier-detection
Language:Julia 6
KnowledgeDiscovery / OC4Seq
Code for "Multi-Scale One-Class Recurrent Neural Networks for Discrete Event Sequence Anomaly Detection" @ SIGKDD2021
anomaly-detection event-sequence log-analysis one-class-classification recurrent-neural-networks
Language:Python 6
patharanordev / ml-occ-deepsvdd
Custom DeepSVDD for One-Class Classification(OCC) in Machine Learning (Ref. Deep OCC ICML 2018 paper)
machine-learning deep-svdd one-class-classification pytorch
Language:Python 6
mssvdd
fahadsohrab / mssvdd
Multimodal Subspace Support Vector Data Description
subspace-learning one-class-classification multimodal multimodal-one-class-classification anamoly-detection dimensionality-reduction
Language:MATLAB 5
boortel / AE-Reconstruction-And-Feature-Based-AD
Framework for the AE reconstruction and feature based AD
anomaly-detection autoencoder hardnet one-class-classification
Language:Python 4
ssvdd
fahadsohrab / ssvdd
Subspace Support Vector Data Description
one-class-learning one-class-classification svdd subspace-learning anamoly-detection
Language:MATLAB 4
homarques / SDS-hyperparameter-selection
Hyperparameter selection of one-class support vector machine by self-adaptive data shifting
ocsvm svdd one-class-classification parameter-tuning model-selection
Language:MATLAB 3
spaghettix / DB_OC_TSC
Dissimilarity-Based One-Class Time Series Classification
timeseries timeseriesclassification one-class-classification dissimilarity-measures
Language:Python 3
ToshiHayashi / OCITN
One-class classification approach using error of image transformation into one image
one-class-classification one-class-learning anomaly-detection anomaly-detection-algorithm lenna image-transformation deep-learning information-sciences self-supervision pretext-task
Language:Jupyter Notebook 3
jose-gilberto / deeptime
Set of deep learning models for supervised and semi-supervised learning tasks using time series. The models include tasks of multi-class classification, one-class classification, representation learning and derivatives. All models are based on PyTorch.
artificial-intelligence classification deep-learn multi-class-classification one-class-classification python pytorch representation-learning time-series
Language:Python 2
spaghettix / FE_GE_TSC
Feature Extraction by Grammatical Evolution for One-Class Time Series Classification
timeseries timeseriesclass one-class-classification grammatical-evolution genetic-programming evolutionary-computation automl
Language:Python 2
DrozeNzzz / SK-RD4AD
[CVPR 2025 Workshop] SK-RD4AD: Skip-Connected Reverse Distillation for One-Class Anomaly Detection
anomaly-detection computer-vision cvpr-workshop-2025 industrial-ai one-class-classification skip-connection vision-ai
Language:Python 1
fahadsohrab / essvdd
Ellipsoidal Subspace Support Vector Data Description
one-class-classification subspace-learning anomaly-detection machine-learning machine-learning-algorithms
Language:MATLAB 1
giorgosv12 / deepfakes-detection-thesis
deep-learning pytorch 3dmm binary-classification cnn one-class-classification vae-gan
Language:Python 1
ToshiHayashi / OCSTN
One-class classification algorithm for univariate timeseries data
algorithm classification one-class-classification one-class-learning
Language:Jupyter Notebook 1
Mahalanobis-Distance-Predictive-Model
WDpad753 / Mahalanobis-Distance-Predictive-Model
This repository is about the implementation of Mahalanobis Distance outlier detection as a one class classification model. This has been achieved using Python
mahalanobis-distance one-class-classification python
Language:Python 1

one-class-classification

GuansongPang / SOTA-Deep-Anomaly-Detection

ORippler / gaussian-ad-mvtec

tianyu0207 / IGD

xuhongzuo / couta

google-research / spade_anomaly_detection

lukasruff / Classification-AD

Y-oHr-N / kenchi

hs-jiang / FISVDD

yul091 / GraphLogAD

bharathsudharsan / COVID-away

tim5go / awesome-one-class-classification

bharathsudharsan / Edge2Guard

ogozuacik / one-class-drift-detection

patrickschlachter / deep-occ-using-ics

seonho-park / PGN_anomaly_detection

lrcfmd / cocrystal_design

englhardt / SVDD.jl

pej0918 / SK-RD4AD

frncscp / patacognition

Linear-Fox-Labs / DePixel

englhardt / OneClassActiveLearning.jl

KnowledgeDiscovery / OC4Seq

patharanordev / ml-occ-deepsvdd

fahadsohrab / mssvdd

boortel / AE-Reconstruction-And-Feature-Based-AD

fahadsohrab / ssvdd

homarques / SDS-hyperparameter-selection

spaghettix / DB_OC_TSC

ToshiHayashi / OCITN

jose-gilberto / deeptime

spaghettix / FE_GE_TSC

DrozeNzzz / SK-RD4AD

fahadsohrab / essvdd

giorgosv12 / deepfakes-detection-thesis

ToshiHayashi / OCSTN

WDpad753 / Mahalanobis-Distance-Predictive-Model