pohwa065 / Surface-Defect-Image-Classification-with-Convolutional-Neural-Network
The proposed idea is to use convolutional neural network (CNN) to classify defects on the semiconductor wafer substrate. There are total 7 classes to be classified. Data augmentation by Generative Adversarial Network (GAN) is applied on 2 of the classes to improve classification accuracy.
☆18Updated 4 years ago
Alternatives and similar repositories for Surface-Defect-Image-Classification-with-Convolutional-Neural-Network:
Users that are interested in Surface-Defect-Image-Classification-with-Convolutional-Neural-Network are comparing it to the libraries listed below
- generate randomly defects on positive samples and restore them with GAN.☆40Updated 4 years ago
- Segmentation-Based Deep-Learning Approach for Surface-Defect Detection☆25Updated 4 years ago
- demo project of <A Surface Defect Detection Method Based on Positive Samples>, deployed in pytorch☆39Updated 4 years ago
- 玻璃绝缘子缺陷检测☆32Updated 4 years ago
- Steel defect detection intern project in PIRL(Postech information Research Laboratories)☆18Updated 5 years ago
- Unsupervised-Defect-Segmentation anomaly detection☆30Updated 5 years ago
- This is a deep learning application project in the industrial field, intended to detect defects on the workpiece surface. The code is bas…☆80Updated 5 years ago
- A U-Net based model for surface defect detection☆14Updated 6 years ago
- Segmentation-based deep-learning approach for surface-defect detection with pytorch☆24Updated 2 months ago
- DefectNet: Towards Fast and Effective Defect Detection☆22Updated 2 years ago
- ⚡EDRNet:Encoder-Decoder Residual Network for Salient Object Detection of Strip Steel Surface Defects☆53Updated 4 years ago
- Detect mainly three kinds of defects on chips,which are bump,dent and dot at pixel level.☆19Updated 5 years ago
- ⚡Saliency detection for strip steel surface defects using multiple constraints and improved texture features☆31Updated 4 years ago
- ☆10Updated 2 years ago
- try VAE GANLoss + SSIM loss in anomaly Detection☆13Updated 4 years ago
- This repo contains data pre-processing, classification and defect detection methodologies for images from Advance XRay Inspection from mu…☆55Updated 3 years ago
- ☆25Updated 5 years ago
- LF-YOLO (Lighter and Faster YOLO) is used to detect defect of X-ray weld image.☆54Updated 6 months ago
- This is the GC10-DET datasets of the upcoming paper " Deep Metallic Surface Defect Detection: the New Benchmark and Detection Network" Th…☆63Updated 2 years ago
- ☆40Updated 2 years ago
- ☆23Updated 4 years ago
- pytorch☆13Updated 4 years ago
- An unsupervised impurities detection method based on VAE-GAN☆12Updated 4 years ago
- ☆54Updated 3 years ago
- 本repo是论文GANomaly: Semi-Supervised Anomaly Detection via Adversarial Training 的一个pytorch实现☆9Updated 5 years ago
- ☆17Updated 6 years ago
- Multiresolution Knowledge Distillation for Anomaly Detection,用于异常检测的多分辨率知识蒸馏☆16Updated 3 years ago
- 关于杜伦大学的GANomaly的代码☆18Updated 5 years ago
- pytorch☆8Updated 4 years ago
- This is Keras code from "Improving Unsupervised Defect Segmentation by Applying Structural Similarity to Autoencoders".☆53Updated 6 years ago