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 66 industrial defect detection frameworks tracked. The highest-rated is RajdeepBiswas/Manufacturing-Quality-Inspection at 38/100 with 83 stars.

Get all 66 projects as JSON

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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...	38	Emerging	83	Jupyter Notebook
2	huangyebiaoke/steel-pipe-weld-defect-detection Deep Learning Based Steel Pipe Weld Defect Detection	38	Emerging	104	Jupyter Notebook
3	Elias-Arbash/PCBVision A Multiscene RGB-Hyperspectral Benchmark Dataset of Printed Circuit Boards	38	Emerging	4	Jupyter Notebook
4	LukeVassallo/RL_PCB RL_PCB is a novel learning-based method for optimising the placement of...	36	Emerging	52	Python
5	utkarsh-ankit/Defect-Detection-of-PCB A repository for creating a Deep Learning model for Defect Detection in PCBs...	35	Emerging	39	Jupyter Notebook
6	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%	34	Emerging	3	HTML
7	kannanjayachandran/Wafers-Fault-Detection End to end machine learning project for accurately detecting faults in...	33	Emerging	28	Python
8	khornlund/severstal-steel-defect-detection Kaggle Segmentation Challenge	33	Emerging	263	Jupyter Notebook
9	PanithanS/Defect-Prediction-in-Semiconductor-Lithography Lithography defect prediction for microchip manufacturing optimization with...	32	Emerging	28	Jupyter Notebook
10	assalas/pcb-designer-ai-agent 🤖 Intelligent AI-powered PCB design automation tool using machine learning...	31	Emerging	33	Python
11	siddhartamukherjee/NEU-DET-Steel-Surface-Defect-Detection This project is about detecting defects on steel surface using Unet. The...	31	Emerging	131	Jupyter Notebook
12	iterative/magnetic-tiles-defect Demo Computer Vision Project	29	Experimental	65	Jupyter Notebook
13	pirazor/AI-Assisted-Inspection AI Assisted Infrastructure Inspection using Mixed Reality	29	Experimental	6	C#
14	matlab-deep-learning/pillQC A pill quality control dataset and associated anomaly detection example	29	Experimental	11	MATLAB
15	johnwslee/injection_molding_analysis Defect Classification in Injection Molding Using Machine Learning	28	Experimental	11	Jupyter Notebook
16	NeroHin/defect-detection-and-segment-deep-learning Detection and Segmentation in Powder Spreading Process of Magnetic Material...	27	Experimental	10	Jupyter Notebook
17	alexjercan/bug-detection Bug detection and repair algorithm	27	Experimental	10	Jupyter Notebook
18	aliivaezii/weld-anomaly-classifier WeldFusionNet: Multimodal deep learning for automated weld defect...	26	Experimental	6	Python
19	Davidlequnchen/LDED-FusionNet LDED-FusionNet: Machine Learning-Based Audio-Visual Defect Detection for...	26	Experimental	7	Jupyter Notebook
20	TheAyushB/Manufacturing-Defects This project aims to automatically detect surface defects in Hot-Rolled...	25	Experimental	5	Jupyter Notebook
21	hafidh561/steel-defect-detection Steel defect detection is a function of segmentation of defect area in steel...	25	Experimental	3	Python
22	dhushanthan-s/Metal-Flaw-Detecta Defect detection on metal shaft surfaces using Convolutional Neural Network	24	Experimental	—	Python
23	PanagiotaGr/wafer-fault-detection-with-ml Semiconductor wafer defect classification using classical machine learning...	24	Experimental	—	Jupyter Notebook
24	aryan-programmer/pcb-fault-detection Modelling & Training for a AI-Driven PCB Fault Detection project.	23	Experimental	5	Jupyter Notebook
25	EasyGerber/pcb-dataset-lite Open collection of PCB designs normalized for AI training and research	23	Experimental	1	—
26	circumflex3105/Casting-Defect-Detection This project uses an industrial casting product image dataset to train a...	22	Experimental	—	Python
27	omair13/defect-detection-system Detect and classify product defects in real-time using AI and computer...	22	Experimental	—	Python
28	virbahu/ai-quality-inspector AI-based quality inspection scoring with defect classification	22	Experimental	—	Python
29	AlokShukla01/wood-defect-agentic-ai Hybrid CNN-based wood defect detection system using supervised and...	22	Experimental	—	JavaScript
30	PCB-Defect-Detection-and-Classification/atharvam_1732 An industrial-grade automated optical inspection (AOI) system for Printed...	22	Experimental	3	HTML
31	sushmasai1704-web/PCB-Fault-Classifier ML-based PCB fault detection — classifies 5 power rail fault types from...	22	Experimental	—	Python
32	LozanoLsa/Visual_Defects_Are_Not_Random [2] What if quality failures followed a pattern - and you could read it?	22	Experimental	—	Jupyter Notebook
33	stephrs/DeepPCB-Defect-Detection-YOLOv8 > Real-time microscopic defect detection pipeline for Printed Circuit Boards...	22	Experimental	—	Jupyter Notebook
34	wilfried-mbeumi/AeroScan-AI-v2.0 Détection de défauts sur surfaces métalliques aéronautiques — PyTorch...	22	Experimental	—	Jupyter Notebook
35	fardinhossain007/pcb-defect-detection An end-to-end deep learning system for automated PCB defect detection that...	21	Experimental	6	Jupyter Notebook
36	Mattjesc/DDO-Semiconductor Data-Driven Optimization of Semiconductor Processes and Forecasting	21	Experimental	7	Jupyter Notebook
37	NUSSETO/Semiconductor_Project Wafer Map Defect Classification using Deep Convolutional Neural Networks...	19	Experimental	—	HTML
38	chaffybird56/PCBSolderRobot Built as a final year capstone project; awarded 1st place. A CoreXY robot...	18	Experimental	4	C
39	HuzaifaKhaan/AI-Powered-Fabric-Defect-Detection-System Fabrico is an advanced fabric defect detection system designed to identify...	17	Experimental	3	Python
40	emreefeyuksel/Textile-Surface-Defect-Detection Automated surface defect detection system for textiles using a hybrid...	16	Experimental	1	—
41	SimonThomine/IndustrialTextileDataset Introduction of new dataset for unsupervised fabric defect detection	15	Experimental	21	—
42	ronit1706/inspetto An automated quality control system for manufacturing faults, built using...	15	Experimental	1	Jupyter Notebook
43	Mhadevphad/Neural-Network-Classification-Casting-Defect-Detection 🛠️ Detect casting defects using neural networks with this Python...	15	Experimental	1	—
44	SiemonCha/pcb-defect-detection Production PCB defect detection: 99.5% mAP, 3x inference speedup...	15	Experimental	—	Python
45	Anurag-Dutta/Dual-Path-AOI Low-Latency Inline Automated Optical Inspection in Electronics Manufacturing...	15	Experimental	—	Jupyter Notebook
46	Yashodatta15/Metal_casting_product_image_classification_for_quality_inspection This project aims to automate defect detection in the casting process using...	15	Experimental	6	Jupyter Notebook
47	wasmiester/CapsuleGuard_AI Computer vision system that detects capsules in a camera frame and...	15	Experimental	1	Python
48	Vanshk3/Fleet-ai Computer vision system for tyre defect detection — MobileNetV2, 89.6%...	14	Experimental	—	Python
49	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
50	kravenvijay04/ConveyorBelt_Fault_Detection The project uses computer vision, ultrasonic sensors, and machine learning...	14	Experimental	14	Jupyter Notebook
51	Aaron-Chang-AC/AIdea-Defect-Classifications-of-AOI A Multi-input Fine-tuned Model for Automated Optical Inspection.	14	Experimental	9	Jupyter Notebook
52	arunsinghbabal/Automated-Defective-Substrate-Identification-for-Expedited-Manufacturing Identifies the faulty wafer before it can be used for the fabrication of...	14	Experimental	7	Python
53	Fred00000/DeepDefect-CV 🔍 Detect surface defects in industrial steel using explainable deep learning...	14	Experimental	—	Python
54	ShamyukthaJothiram/PCB-Defect-Detection-and-Classification This project implements an automated bare PCB defect detection and...	14	Experimental	—	Jupyter Notebook
55	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	—	—
56	astromanu007/PCB_Anomaly_Detection This repository contains the implementation of an advanced machine learning...	13	Experimental	5	Python
57	Tomster-1/Neural-Network-Classification-Casting-Defect-Detection Python code extracted from a Jupyter notebook academic submission, covering...	12	Experimental	1	—
58	BJEnrik/deep-learning-proactive-quality-control This project aims to develop an innovative anomaly detection system using...	12	Experimental	12	Jupyter Notebook
59	AlexHuc/coffee-quality-inspection-vision Deep learning–based computer vision pipeline for automated green coffee bean...	12	Experimental	1	Jupyter Notebook
60	MikkoDT/Machine_Vision_System_for_Inspecting_Weld_Quality_on_Stainless_Steel ML_and_NN_1stProject	11	Experimental	2	Jupyter Notebook
61	SainathPattipati/visual-inspection-ai Deep learning visual inspection system for manufacturing — real-time defect...	11	Experimental	—	—
62	MikiTwenty/bottles-defects-analysis University Project	11	Experimental	—	Jupyter Notebook
63	shivkhurana/cnn-defect-detection Automated visual inspection system using Convolutional Neural Networks (CNN)...	11	Experimental	—	—
64	isaacyanney/confidence-aware-visual-inspection Confidence-aware visual inspection system using synthetic defect generation,...	11	Experimental	—	—
65	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。	11	Experimental	2	Python
66	andreabazerla/anomaly-detection Anomaly Detection on a image dataset of glass bottle using CNN architecture...	10	Experimental	1	Jupyter Notebook