Defect Detection Quality Forensics Computer Vision Tools

Tools for detecting and classifying defects, anomalies, and quality issues in manufactured products, materials, and medical imaging using deep learning. Does NOT include general object detection, semantic segmentation, or training frameworks without defect-specific applications.

There are 100 defect detection quality forensics tools tracked. 5 score above 70 (verified tier). The highest-rated is lucidrains/vit-pytorch at 75/100 with 24,988 stars. 7 of the top 10 are actively maintained.

Get all 100 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=computer-vision&subcategory=defect-detection-quality-forensics&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Tool	Score	Tier	Stars	Language
1	lucidrains/vit-pytorch Implementation of Vision Transformer, a simple way to achieve SOTA in vision...	75	Verified	24,988	Python
2	roflcoopter/viseron Self-hosted, local only NVR and AI Computer Vision software. With features...	72	Verified	2,536	Python
3	blakeblackshear/frigate NVR with realtime local object detection for IP cameras	71	Verified	30,931	TypeScript
4	levan92/deep_sort_realtime A really more real-time adaptation of deep sort	70	Verified	241	Python
5	notAI-tech/NudeNet Lightweight nudity detection	70	Verified	2,300	Python
6	blakeblackshear/frigate-hass-integration Frigate integration for Home Assistant	69	Established	1,120	Python
7	tannerhelland/PhotoDemon A free portable photo editor focused on pro-grade features, high...	67	Established	2,149	Visual Basic 6.0
8	PaddlePaddle/PaddleDetection Object Detection toolkit based on PaddlePaddle. It supports object...	67	Established	14,116	Python
9	photonixapp/photonix A modern, web-based photo management server. Run it on your home server and...	67	Established	1,938	Python
10	OschAI/VisioFirm VisioFirm: Cross-Platform AI-assisted Annotation Tool for Computer Vision	65	Established	418	Python
11	royshil/obs-backgroundremoval An OBS plugin for removing background in portrait images (video), making it...	64	Established	4,190	C++
12	IliasHad/edit-mind Local-first AI video intelligence platform. Index your video library with...	64	Established	1,227	TypeScript
13	Intellindust-AI-Lab/DEIM [CVPR 2025] DEIM: DETR with Improved Matching for Fast Convergence	63	Established	1,464	Python
14	withoutbg/withoutbg Image Background Removal Toolkit - Open Source and API Models	63	Established	934	Python
15	opendatacam/opendatacam An open source tool to quantify the world	63	Established	1,706	JavaScript
16	Intellindust-AI-Lab/DEIMv2 [DEIMv2] Real Time Object Detection Meets DINOv3	61	Established	1,590	Jupyter Notebook
17	roryclear/clearcam Add object detection, tracking, mobile notifications, and search to any...	61	Established	666	Python
18	DIAGNijmegen/rse-grand-challenge A platform for end-to-end development of machine learning solutions in...	61	Established	186	Python
19	CMU-CREATE-Lab/deep-smoke-machine Deep learning models and dataset for recognizing industrial smoke emissions	59	Established	126	Python
20	opensensor/lightNVR fully OSS lightweight network video recorder system witten in C with modern...	59	Established	145	C
21	Kitware/dive Media annotation and analysis tools for web and desktop. Get started at...	58	Established	102	Vue
22	lightly-ai/lightly-studio Curate, Annotate, and Manage Your Data in LightlyStudio.	57	Established	690	Python
23	evercam/ex_nvr Video recording and computer vision for edge devices	57	Established	70	Elixir
24	dronefreak/VisDrone-dataset-python-toolkit Modern PyTorch toolkit for the VisDrone aerial object detection dataset with...	56	Established	61	Python
25	RolnickLab/antenna An online toolset to manage and analyze data collected from insect camera...	54	Established	30	Python
26	IDEA-Research/deepdataspace The Go-To Choice for CV Data Visualization, Annotation, and Model Analysis.	54	Established	261	TypeScript
27	olibartfast/vision-inference C++ app for computer vision inference, supporting multiple tasks and backends.	54	Established	94	C++
28	makerlinck/Antool A auto-classifier for files based on Langchain & Deepdanbooru-tagger-mini	53	Established	26	Python
29	microsoft/dstoolkit-km-solution-accelerator Data Science Toolkit - Knowledge Mining Solution Accelerator	52	Established	23	C#
30	adursun/wsddn.pytorch Implementation of Weakly Supervised Deep Detection Networks using the latest...	51	Established	50	Python
31	zaina-ml/ml_forge A visual-based graph node editor for training computer vision models.	51	Established	365	Python
32	Duffy12150557/Security-Research-Toolkit Security Research Toolkit — Video and image analysis tool for neural...	50	Established	33	Python
33	networkoptix/nx_open NetworkOptix open-source components used to build Powered-by-Nx products...	50	Established	71	C++
34	mlpack/onnx-mlpack onnx to mlpack converter (Under construction)	49	Emerging	5	C++
35	RG-O/YoutubeOverCommercials Browser extension that automatically blocks TV commercials and plays YouTube...	48	Emerging	44	JavaScript
36	Imageomics/Prompt_CAM This is an official implementation for PROMPT-CAM: A Simpler Interpretable...	48	Emerging	71	Jupyter Notebook
37	Running-Turtle1/jittor-retinanet A Jittor implementation of the RetinaNet.	48	Emerging	170	Jupyter Notebook
38	Loganavter/Improve-ImgSLI Improved free before/after slider albums.	47	Emerging	32	Python
39	Erotemic/shitspotter An open source algorithm and dataset for finding poop in pictures.	47	Emerging	86	Python
40	fkariminejadasl/ml-notebooks Deep Learning Tutorials and Notebooks	47	Emerging	3	Jupyter Notebook
41	diaoquesang/Paper-List-for-Medical-Anomaly-Detection :octocat: A paper list for medical anomaly detection. ℱℯℯ𝓁 𝒻𝓇ℯℯ to contribute!	46	Emerging	53	—
42	justincdavis/trtutils Quickly and easily use TensorRT inside of Python with support for models...	45	Emerging	19	Python
43	olibartfast/tritonic C++ application to perform computer vision tasks using Nvidia Triton Server...	45	Emerging	29	C++
44	mobilint/mblt-model-zoo Mobilint Model Zoo Project	44	Emerging	20	Python
45	wokaikaixinxin/ai4rs AI for remote sensing, remote sense, object detection, oriented object...	44	Emerging	91	Python
46	iAvoe/x264-x265-QAAC-ffprobe-Ultimatetutorial 主打解析编码器内部逻辑和参数说明，从基础到全网没人讲的算法，没人画的图解，没人做的排版整理全都在此集齐；因此叫Ultimate Tutorial	44	Emerging	159	CSS
47	Purushothaman-natarajan/Interpretable-SONAR-Image-Classifier Part of the Project: Under water sonar image classification with XAI LIME:...	44	Emerging	3	Python
48	Purushothaman-natarajan/Under-water-sonar-image-classification This repository explores the use of eXplainable AI (XAI) to interpret deep...	43	Emerging	6	Python
49	BinZhang109/FRTSearch Fast Radio Transients Search	43	Emerging	3	Python
50	TommyLemon/CVAuto 👁 零代码零标注 CV AI 自动化测试工具 🚀 免除大量人工画框和打标签等，直接零代码快速自动化测试 CV 计算机视觉 AI...	43	Emerging	36	JavaScript
51	ncoevoet/facet Local AI photo scoring, culling, and gallery — score, organise, and explore...	43	Emerging	70	Python
52	Intellindust-AI-Lab/EdgeCrafter Pytorch implementation of "EdgeCrafter: Compact ViTs for Edge Dense...	42	Emerging	15	Python
53	suzuran0y/CCTV-Smartphone-AI-Monitoring LAN-based smartphone-powered AI monitoring framework with structured event...	41	Emerging	450	Python
54	formanova-ai/awesome-jewelry-ai A curated list of AI research, models, datasets, and tools for jewelry...	39	Emerging	6	—
55	Spongebobbbbbbbb/FDTA The official repository of the paper "From Detection to Association:...	39	Emerging	56	Python
56	m2b3/CanViT-PyTorch Reference implementation of the Canvas Vision Transformer from the paper...	35	Emerging	13	Python
57	wokaikaixinxin/O2-RT-DETR Real-Time Oriented Object Detection Transformer in Remote Sensing Images (TGRS 2026)	34	Emerging	22	Python
58	codeaashu/enoughaashuu Clean. Detect. Generate. In Seconds. 🍌	34	Emerging	9	TypeScript
59	infinitel8p/Security-Cam A security camera for the Raspberry Pi Zero 2 W using the Waveshare RPi Camera (F).	33	Emerging	5	JavaScript
60	Ahmed2797/Brain-Tumar-Detection-VGG16-YOLO-SAM An AI-powered Brain Tumor Detection Application that provides...	33	Emerging	3	Jupyter Notebook
61	olkham/pynode A Node-RED-like visual workflow editor with a Python backend.	32	Emerging	26	Python
62	shumwaymark/sentinelcam A computer vision and machine learning pipeline on a distributed framework....	32	Emerging	4	Python
63	jimly1/ComfyUI-FlashVSR_Ultra_Fast 🚀 Optimize FlashVSR to run on low VRAM devices, enhancing video upscaling...	31	Emerging	3	Python
64	codeaashu/RemoveBanana Clean. Detect. Generate. In Seconds. 🍌	31	Emerging	7	TypeScript
65	kaito-tokyo/live-backgroundremoval-lite A high-performance, crash-resistant OBS plugin for real-time background...	31	Emerging	43	C
66	TaherGrayson24/deep_learning_skin_cancer_detection_multi_type_isic2018 Deep learning pipeline for multi-type ISIC 2018 skin lesion classification...	31	Emerging	3	Python
67	FLMxN/kopernik Kopernik is an open-source machine learning project, focused on predicting...	31	Emerging	4	Python
68	urdcompere894/social-analyzer 🔍 Analyze and trace profiles across 1000+ social media platforms, enhancing...	30	Emerging	6	JavaScript
69	roboflow/rf-detr_plus An extension of RF-DETR that unlocks larger, more powerful detection models...	30	Emerging	19	Python
70	Aseiel/VideoHighlighter Highlight videos and generate automatic subtitles with transcripts.	30	Emerging	14	Python
71	stefani-gifta/cv-Ingreadyent-2025 Image-based ingredient identification with freshness detection using...	29	Experimental	3	HTML
72	sairam-s0/ActiveLabelingSystem LabelOps – A local-first AI-assisted data labeling system with continual...	29	Experimental	4	Python
73	Kongesque/locus-vision 👁️ The Open Source Vision Analytics Engine. optimized for edge devices....	29	Experimental	4	Svelte
74	adithyanraj03/CourtKeyNet CourtKeyNet is an open source deep learning model for high fidelity...	29	Experimental	3	Python
75	GitGud-f/DocParse A hybrid Computer Vision pipeline designed to transform high-variance...	29	Experimental	4	Python
76	parkereagle8692/UpScalerAI-2026 AI Upscaler Soft is a powerful and user-friendly desktop application...	29	Experimental	41	—
77	franciszekparma/FaceWGAN-GP Wasserstein GAN with Gradient Penalty implemented in PyTorch.	28	Experimental	16	Python
78	mattlungrenmd/autoresearch-medimage Autonomous medical imaging AI research — bring any dataset, the agent runs...	28	Experimental	5	Python
79	SeanChangX/kitescope 風箏監測系統 Real-time kite monitoring, when2fly, where2fly.	28	Experimental	5	Python
80	martymcenroe/RCA-PDF-extraction-pipeline Automated document extraction pipeline using AI vision models for invoice...	27	Experimental	4	Python
81	ductai199x/Forensic-Self-Descriptions-CVPR25 Zero-shot AI-generated image detection using forensic self-descriptions....	27	Experimental	3	Python
82	mobilint/mblt-sdk-tutorial SDK tutorial for Mobilint qb	26	Experimental	9	Python
83	Boyeep/nextjs-python-computer-vision-kit Production-ready computer vision starter with Next.js, FastAPI, OpenCV,...	26	Experimental	5	TypeScript
84	HaofanCao/roi-glass-defect-detection Hybrid ROI-based pipeline for glass defect detection and fixed-size cropping.	26	Experimental	5	Python
85	JadeLiu-tech/px-asset-extract Extract individual assets from images as transparent PNGs. Zero ML models,...	26	Experimental	5	Python
86	camilooscargbaptista/deepguard Offline image forensics and deepfake detection from your terminal. Analyzes...	25	Experimental	3	Python
87	camilooscargbaptista/cv-fraud-detection Computer vision pipeline for document fraud detection and digital forensics....	25	Experimental	3	Python
88	mfaizan-ai/Saferail-AI Implementation of image fusion, distance estimation, and object detection...	24	Experimental	4	Python
89	xinyiW915/Debanding-PCS2025 Guiding WaveMamba with Frequency Maps for Image Debanding	24	Experimental	5	Jupyter Notebook
90	orkhanigidov/handwritten-character-recognition-matlab A Convolutional Neural Network (CNN) built in MATLAB to recognize and...	24	Experimental	3	MATLAB
91	christianbammann/FONTAINE_DECAL This repository describes the design of the FONTAINE_DECAL project and its...	23	Experimental	3	Jupyter Notebook
92	chengqianyu03/AAAI26-MSNet Multi-Semantic Modeling for Glass Surface Detection in the Wild	22	Experimental	5	Python
93	NielsRogge/computer-vision-zero-to-one A repository showcasing the entire workflow of putting computer vision...	20	Experimental	5	Jupyter Notebook
94	2btlFe/GLA-CLIP This is the official pytorch implementation of "Looking Beyond the Window:...	19	Experimental	3	Python
95	Reriiii/MathSnap-AI MathSnap AI — An end-to-end handwritten mathematical expression recognition...	19	Experimental	4	TypeScript
96	Sajjad-Shahali/multimodal-weld-defect-detection WeldFusionNet , a weld defect classification project using sensor, audio,...	19	Experimental	3	Python
97	aymenhmaidiwastaken/GeoSnap AI-powered photo geolocation tool — upload any photo and AI analyzes visual...	19	Experimental	13	JavaScript
98	wjun0830/SlotCurri [CVPR 2026] Official PyTorch Implementation of "SlotCurri:...	17	Experimental	4	Python
99	MR-Sherif/TOGA [CVPR 2026] Official PyTorch implementation of "Training-Only Heterogeneous...	17	Experimental	3	—
100	pedrozaz/obj-detector-from-scratch Scientific and practical baseline research for understanding single-stage...	12	Experimental	4	Python

Comparisons in this category

viseron and frigate (72 vs 71) frigate and frigate-hass-integration (71 vs 69) frigate and clearcam (71 vs 61) viseron and clearcam (72 vs 61) DEIM and DEIMv2 (63 vs 61)