mvtec 开源项目推荐（42 个）

xiahaifeng1995 /PaDiM-Anomaly-Detection-Localization-master

这是论文“PaDiM：异常检测和定位的补丁分布建模框架”的非官方实现。

raadon96 /MVTec-Anomaly-Detection

本项目提出了一个基于深度学习的端到端半监督图像异常检测与分割框架。

gudovskiy /cflow-ad

WACV 2022 论文“CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows”的官方 PyTorch 代码

blaz-r /SuperSimpleNet

SuperSimpleNet 的官方实现 [ICPR 2024, JIMS 2025]

ORippler /gaussian-ad-mvtec

我们发表于 ICPR2020 的论文“Modeling the Distribution of Normal Data in Pre-Trained Deep Features for Anomaly Detection”所依据的代码

taikiinoue45 /STAD

Uninformed Students：使用判别性潜在嵌入的学生-教师异常检测

taikiinoue45 /RIAD

基于修复重建的异常检测

LeapMind /MLF-SC

Anomaly detection method that incorporates multi-scale features to sparse coding

taikiinoue45 /PaDiM

PaDiM: a Patch Distribution Modeling Framework for Anomaly Detection and Localization

travishsu /ReConPatch-TF

WIP: Unofficial Tensorflow 2.x Implementation of ReConPatch (https://arxiv.org/abs/2305.16713)

Pangoraw /SemiOrthogonal

🪥 Unofficial re-implementation of Semi-orthogonal Embedding for Efficient Unsupervised Anomaly Segmentation

JohnnyHopp /PaDiM-EfficientNetV2

基于 EfficientNetV2 的 PaDiM

gabrymad /Self-Supervised-Anomaly-Detection

Thesis project about Visual Anomaly Detection based on Self Supervised Learning. The model identifies anomalies from information acquired during training, where normality and anomaly patterns are built using syntetic data

taikiinoue45 /awesome-unsupervised-anomaly-detection

A Curated List of Awesome Unsupervised Anomaly Detection on MVTec AD Dataset

mahesh-sudhakar /MVTec_GradCAM

Grad-CAM implementation on MVTec dataset re-casted as a supervised learning problem.

richardRadli /autoencoders_for_visual_defect_detection

Implementation of paper: Rádli, R., & Czúni, L. (2021). About the Application of Autoencoders for Visual Defect Detection.

choeyunbeom /defectvision

Real-time manufacturing defect detection using unsupervised PatchCore — FastAPI + Streamlit + OpenVINO

micheleguidaa /mvtec-anomaly-benchmark

Comprehensive benchmark for anomaly detection models on MVTec AD dataset using Anomalib. Includes PatchCore, EfficientAD, FastFlow, STFPM, PaDiM with Gradio demo.

JNewman-cell /AutoencoderClassfication

This is an autoencoder implementation that was trained on MNIST and MVTEC Datasets to predict numbers and transistor position.

0AnshuAditya0 /circa

Causal Interventional Real-time Computer Vision Anomaly Detection via Structural Temporal Models