DEVILENMO / Unsupervised-Defect-Detection-Project-Based-on-VAE-GAN-ArchitectureLinks
本项目实现了一种基于 VAE-CycleGAN 的图像重建无监督缺陷检测算法。该算法结合了变分自编码器 (VAE) 和 CycleGAN 的优势，无需标注数据即可检测图像中的缺陷/异常。This project implements an unsupervised defect detection algorithm for image reconstruction based on VAE-CycleGAN. This algorithm combines the advantages of variational autoencoders (VAE) and CycleGAN to detect defects in images without any supervision.
☆77Updated 5 months ago
Alternatives and similar repositories for Unsupervised-Defect-Detection-Project-Based-on-VAE-GAN-Architecture
Users that are interested in Unsupervised-Defect-Detection-Project-Based-on-VAE-GAN-Architecture are comparing it to the libraries listed below
Sorting:
- We offer a collection of many dataset regarding surface-defect. Up to 24 dataset is listed in this repo.☆103Updated 8 months ago
- [ECCV 2024] Official Implementation and Dataset Release for "A Unified Anomaly Synthesis Strategy with Gradient Ascent for Industrial Ano…☆364Updated 5 months ago
- Offical implementation of "RealNet: A Feature Selection Network with Realistic Synthetic Anomaly for Anomaly Detection (CVPR 2024)"☆410Updated 11 months ago
- ☆575Updated last year
- [CVPR 2025] official implementation of “Exploring Intrinsic Normal Prototypes within a Single Image for Universal Anomaly Detection”☆253Updated 6 months ago
- [CVPR 2025] The official implementation of “UniNet: A Contrastive Learning-guided Unified Framework with Feature Selection for Anomaly De…☆119Updated 5 months ago
- Official implementation of SuperSimpleNet [ICPR 2024, JIMS 2025]☆132Updated 3 months ago
- [ICCV ADFM'25] ADer is an open source visual anomaly detection toolbox based on PyTorch, which supports multiple popular AD datasets and …☆322Updated 11 months ago
- This is an official implementation of the paper : "Target before Shooting: Accurate Anomaly Detection and Localization under One Millisec…☆113Updated last year
- ☆272Updated 3 years ago
- unofficial version of EfficientAD☆152Updated 2 years ago
- Deep Learning Based Steel Pipe Weld Defect Detection☆100Updated 4 years ago
- Unofficial re-implementation of MemSeg for Anomaly Detection☆206Updated last year
- [AAAI 2023] Official implementation of "Few-Shot Defect Image Generation via Defect-Aware Feature Manipulation".☆149Updated last year
- [AAAI 2024] AnomalyDiffusion: Few-Shot Anomaly Image Generation with Diffusion Model☆294Updated last year
- (CVPR 2023) Revisiting Reverse Distillation for Anomaly Detection☆156Updated 2 years ago
- Official implementation of DiAD: A Diffusion-based Framework for Multi-class Anomaly Detection.☆203Updated last year
- Image anomaly detection benchmark in industrial manufacturing☆160Updated 10 months ago
- [TPAMI] DiffusionAD: Norm-guided One-step Denoising Diffusion for Anomaly Detection☆208Updated last year
- ☆203Updated last year
- DualAnoDiff: Dual-Interrelated Diffusion Model for Few-Shot Anomaly Image Generation☆128Updated 7 months ago
- Official PyTorch implementation for "Mixed supervision for surface-defect detection: from weakly to fully supervised learning"☆318Updated 3 years ago
- [INFFUS 2025] A taxonomy of industrial anomaly detection methods and datasets (updating).☆115Updated 2 months ago
- mobile phone screen surface defect segmentation (detection) dataset.☆67Updated last year
- Dataset for classification, detection and prognostics of surface defects on ball screw drives☆75Updated 4 months ago
- [ECCV 2024] Learning to Detect Multi-class Anomalies with Just One Normal Image Prompt☆64Updated 2 months ago
- [ICCV2023] Unsupervised Surface Anomaly Detection with Diffusion Probabilistic Model☆37Updated last year
- Unofficial implementation of EfficientAD https://arxiv.org/abs/2303.14535☆385Updated 2 years ago
- Official implementation of CVPR 2024 PromptAD: Learning Prompts with Only Normal Samples for Few-Shot Anomaly Detection☆195Updated last year
- ☆1,115Updated last year