Industrial Defect Detection ML Frameworks

End-to-end computer vision systems for automated quality control and defect detection in manufacturing (PCBs, fabrics, steel, etc.). Includes model training, inference pipelines, and production dashboards. Does NOT include general object detection frameworks, non-manufacturing inspection use cases, or standalone ML models without industrial application context.

There are 65 industrial defect detection frameworks tracked. The highest-rated is RajdeepBiswas/Manufacturing-Quality-Inspection at 45/100 with 83 stars.

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#	Framework	Score	Tier	Stars	Language
1	RajdeepBiswas/Manufacturing-Quality-Inspection I have built the computer vision models in 3 different ways addressing...	45	Emerging	83	Jupyter Notebook
2	huangyebiaoke/steel-pipe-weld-defect-detection Deep Learning Based Steel Pipe Weld Defect Detection	45	Emerging	104	Jupyter Notebook
3	Elias-Arbash/PCBVision A Multiscene RGB-Hyperspectral Benchmark Dataset of Printed Circuit Boards	45	Emerging	4	Jupyter Notebook
4	LukeVassallo/RL_PCB RL_PCB is a novel learning-based method for optimising the placement of...	43	Emerging	52	Python
5	utkarsh-ankit/Defect-Detection-of-PCB A repository for creating a Deep Learning model for Defect Detection in PCBs...	42	Emerging	39	Jupyter Notebook
6	khornlund/severstal-steel-defect-detection Kaggle Segmentation Challenge	40	Emerging	263	Jupyter Notebook
7	kannanjayachandran/Wafers-Fault-Detection End to end machine learning project for accurately detecting faults in...	40	Emerging	28	Python
8	PanithanS/Defect-Prediction-in-Semiconductor-Lithography Lithography defect prediction for microchip manufacturing optimization with...	39	Emerging	28	Jupyter Notebook
9	poboll/resnet-defect-detection 基于 ResNet18 的工业零件表面缺陷智能检测系统，验证集准确率达到 98.33%	38	Emerging	3	HTML
10	siddhartamukherjee/NEU-DET-Steel-Surface-Defect-Detection This project is about detecting defects on steel surface using Unet. The...	38	Emerging	131	Jupyter Notebook
11	assalas/pcb-designer-ai-agent 🤖 Intelligent AI-powered PCB design automation tool using machine learning...	37	Emerging	33	Python
12	iterative/magnetic-tiles-defect Demo Computer Vision Project	36	Emerging	65	Jupyter Notebook
13	matlab-deep-learning/pillQC A pill quality control dataset and associated anomaly detection example	36	Emerging	11	MATLAB
14	pirazor/AI-Assisted-Inspection AI Assisted Infrastructure Inspection using Mixed Reality	36	Emerging	6	C#
15	johnwslee/injection_molding_analysis Defect Classification in Injection Molding Using Machine Learning	35	Emerging	11	Jupyter Notebook
16	alexjercan/bug-detection Bug detection and repair algorithm	34	Emerging	10	Jupyter Notebook
17	NeroHin/defect-detection-and-segment-deep-learning Detection and Segmentation in Powder Spreading Process of Magnetic Material...	34	Emerging	10	Jupyter Notebook
18	Davidlequnchen/LDED-FusionNet LDED-FusionNet: Machine Learning-Based Audio-Visual Defect Detection for...	33	Emerging	7	Jupyter Notebook
19	TheAyushB/Manufacturing-Defects This project aims to automatically detect surface defects in Hot-Rolled...	32	Emerging	5	Jupyter Notebook
20	aryan-programmer/pcb-fault-detection Modelling & Training for a AI-Driven PCB Fault Detection project.	29	Experimental	5	Jupyter Notebook
21	Mattjesc/DDO-Semiconductor Data-Driven Optimization of Semiconductor Processes and Forecasting	28	Experimental	7	Jupyter Notebook
22	aliivaezii/weld-anomaly-classifier WeldFusionNet: Multimodal deep learning for automated weld defect...	25	Experimental	6	Python
23	PanagiotaGr/wafer-fault-detection-with-ml Semiconductor wafer defect classification using classical machine learning...	24	Experimental	—	Jupyter Notebook
24	HuzaifaKhaan/AI-Powered-Fabric-Defect-Detection-System Fabrico is an advanced fabric defect detection system designed to identify...	24	Experimental	3	Python
25	dhushanthan-s/Metal-Flaw-Detecta Defect detection on metal shaft surfaces using Convolutional Neural Network	24	Experimental	—	Python
26	fardinhossain007/pcb-defect-detection An end-to-end deep learning system for automated PCB defect detection that...	23	Experimental	6	Jupyter Notebook
27	EasyGerber/pcb-dataset-lite Open collection of PCB designs normalized for AI training and research	23	Experimental	1	—
28	wilfried-mbeumi/AeroScan-AI-v2.0 Détection de défauts sur surfaces métalliques aéronautiques — PyTorch...	22	Experimental	—	Jupyter Notebook
29	LozanoLsa/Visual_Defects_Are_Not_Random [2] What if quality failures followed a pattern - and you could read it?	22	Experimental	—	Jupyter Notebook
30	virbahu/ai-quality-inspector AI-based quality inspection scoring with defect classification	22	Experimental	—	Python
31	SimonThomine/IndustrialTextileDataset Introduction of new dataset for unsupervised fabric defect detection	22	Experimental	21	—
32	ronit1706/inspetto An automated quality control system for manufacturing faults, built using...	22	Experimental	1	Jupyter Notebook
33	circumflex3105/Casting-Defect-Detection This project uses an industrial casting product image dataset to train a...	22	Experimental	—	Python
34	Yashodatta15/Metal_casting_product_image_classification_for_quality_inspection This project aims to automate defect detection in the casting process using...	22	Experimental	6	Jupyter Notebook
35	Aaron-Chang-AC/AIdea-Defect-Classifications-of-AOI A Multi-input Fine-tuned Model for Automated Optical Inspection.	21	Experimental	9	Jupyter Notebook
36	kravenvijay04/ConveyorBelt_Fault_Detection The project uses computer vision, ultrasonic sensors, and machine learning...	21	Experimental	14	Jupyter Notebook
37	arunsinghbabal/Automated-Defective-Substrate-Identification-for-Expedited-Manufacturing Identifies the faulty wafer before it can be used for the fabrication of...	21	Experimental	7	Python
38	NUSSETO/Semiconductor_Project Wafer Map Defect Classification using Deep Convolutional Neural Networks...	21	Experimental	—	HTML
39	emreefeyuksel/Textile-Surface-Defect-Detection Automated surface defect detection system for textiles using a hybrid...	20	Experimental	1	—
40	astromanu007/PCB_Anomaly_Detection This repository contains the implementation of an advanced machine learning...	20	Experimental	5	Python
41	sushmasai1704-web/PCB-Fault-Classifier ML-based PCB fault detection — classifies 5 power rail fault types from...	19	Experimental	—	Python
42	Mhadevphad/Neural-Network-Classification-Casting-Defect-Detection 🛠️ Detect casting defects using neural networks with this Python...	19	Experimental	1	—
43	BJEnrik/deep-learning-proactive-quality-control This project aims to develop an innovative anomaly detection system using...	19	Experimental	12	Jupyter Notebook
44	ctkqiang/TongXinZhiZhou 铜心织宙是一个先进的 PCB（印刷电路板）分析系统，能够自动识别电路板上的元件、引脚和铜层走线，并生成可视化的原理图。	18	Experimental	2	Python
45	MikkoDT/Machine_Vision_System_for_Inspecting_Weld_Quality_on_Stainless_Steel ML_and_NN_1stProject	18	Experimental	2	Jupyter Notebook
46	wasmiester/CapsuleGuard_AI Computer vision system that detects capsules in a camera frame and...	17	Experimental	1	Python
47	andreabazerla/anomaly-detection Anomaly Detection on a image dataset of glass bottle using CNN architecture...	17	Experimental	1	Jupyter Notebook
48	ShamyukthaJothiram/PCB-Defect-Detection-and-Classification This project implements an automated bare PCB defect detection and...	14	Experimental	—	Jupyter Notebook
49	Tomster-1/Neural-Network-Classification-Casting-Defect-Detection Python code extracted from a Jupyter notebook academic submission, covering...	14	Experimental	1	—
50	AlexHuc/coffee-quality-inspection-vision Deep learning–based computer vision pipeline for automated green coffee bean...	14	Experimental	1	Jupyter Notebook
51	Fred00000/DeepDefect-CV 🔍 Detect surface defects in industrial steel using explainable deep learning...	14	Experimental	—	Python
52	fangvv/RTFD-Dataset Images to Classify Defective and Non-Defective Railway Track	14	Experimental	24	Python
53	hajimoo/ai-defect-detection-db 製造業向け欠陥検出AIシステムのためのデータベース設計（推論結果管理、ログ追跡、品質改善、再学習データ管理を含む）	14	Experimental	—	—
54	hajimoo/defect-detection-api FastAPI を用いた CNN 欠陥検出モデルの推論用 REST API バックエンド	14	Experimental	—	Python
55	ANISH-2814/InnoVision ⚙️ InnoVision – An 🤖 AI-powered industrial quality assurance system using...	14	Experimental	6	Python
56	shivkhurana/cnn-defect-detection Automated visual inspection system using Convolutional Neural Networks (CNN)...	13	Experimental	—	—
57	isaacyanney/confidence-aware-visual-inspection Confidence-aware visual inspection system using synthetic defect generation,...	13	Experimental	—	—
58	MikiTwenty/bottles-defects-analysis University Project	13	Experimental	—	Jupyter Notebook
59	EmreMutlu99/Digital-Image-Fault-Detection This repository contains a supervised deep-learning demo for pixel-level...	11	Experimental	1	Jupyter Notebook
60	hafizqaim/Manufacturing-Defect-Detection-System-using-ResNet-50 A complete pipeline for manufacturing defect detection using PyTorch,...	11	Experimental	2	Jupyter Notebook
61	ramy-ibrahim-ahmed/Automated-casting-defect-detection ResNet and Inception architectures with Torch for Quality Control.	11	Experimental	—	Jupyter Notebook
62	JNewman-cell/WaferMapNeuralNetworkClassification This is a neural network designed to classify wafer imperfections without...	11	Experimental	4	Jupyter Notebook
63	lerouxl/ELO_layer_image_classification Classify metal 3D printing montioring image and generated an HTML reports...	11	Experimental	—	HTML
64	AYUSHSURYAVANSHI/Water-Sensor-Fault-Detection-Data-Science-Project This project delves into semiconductor wafer fabrication 🌟 and integration...	10	Experimental	2	Jupyter Notebook
65	AlvinTang011/Autonomous-Deep-Quality-Monitoring-in-Streaming-Environments-Challenge This challenge will use a real-world manufacturing dataset collected from...	10	Experimental	2	Jupyter Notebook