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 104 defect detection quality forensics tools tracked. 4 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 104 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	notAI-tech/NudeNet Lightweight nudity detection	75	Verified	2,300	Python
3	levan92/deep_sort_realtime A really more real-time adaptation of deep sort	73	Verified	241	Python
4	blakeblackshear/frigate NVR with realtime local object detection for IP cameras	71	Verified	30,931	TypeScript
5	PaddlePaddle/PaddleDetection Object Detection toolkit based on PaddlePaddle. It supports object...	67	Established	14,116	Python
6	withoutbg/withoutbg Image Background Removal Toolkit - Open Source and API Models	66	Established	934	Python
7	roflcoopter/viseron Self-hosted, local only NVR and AI Computer Vision software. With features...	65	Established	2,536	Python
8	OschAI/VisioFirm VisioFirm: Cross-Platform AI-assisted Annotation Tool for Computer Vision	65	Established	418	Python
9	royshil/obs-backgroundremoval An OBS plugin for removing background in portrait images (video), making it...	64	Established	4,190	C++
10	blakeblackshear/frigate-hass-integration Frigate integration for Home Assistant	62	Established	1,120	Python
11	tannerhelland/PhotoDemon A free portable photo editor focused on pro-grade features, high...	60	Established	2,149	Visual Basic 6.0
12	IliasHad/edit-mind Local-first AI video intelligence platform. Index your video library with...	60	Established	1,227	TypeScript
13	opendatacam/opendatacam An open source tool to quantify the world	56	Established	1,706	JavaScript
14	Intellindust-AI-Lab/DEIM [CVPR 2025] DEIM: DETR with Improved Matching for Fast Convergence	56	Established	1,464	Python
15	Intellindust-AI-Lab/DEIMv2 [DEIMv2] Real Time Object Detection Meets DINOv3	55	Established	1,590	Jupyter Notebook
16	roryclear/clearcam Add object detection, tracking, mobile notifications, and search to any...	54	Established	666	Python
17	DIAGNijmegen/rse-grand-challenge A platform for end-to-end development of machine learning solutions in...	54	Established	186	Python
18	lightly-ai/lightly-studio Curate, Annotate, and Manage Your Data in LightlyStudio.	53	Established	690	Python
19	opensensor/lightNVR fully OSS lightweight network video recorder system witten in C with modern...	52	Established	145	C
20	CMU-CREATE-Lab/deep-smoke-machine Deep learning models and dataset for recognizing industrial smoke emissions	52	Established	126	Python
21	Duffy12150557/Security-Research-Toolkit Security Research Toolkit — Video and image analysis tool for neural...	51	Established	33	Python
22	Kitware/dive Media annotation and analysis tools for web and desktop. Get started at...	51	Established	102	Vue
23	photonixapp/photonix A modern, web-based photo management server. Run it on your home server and...	50	Established	1,938	Python
24	evercam/ex_nvr Video recording and computer vision for edge devices	50	Established	70	Elixir
25	dronefreak/VisDrone-dataset-python-toolkit Modern PyTorch toolkit for the VisDrone aerial object detection dataset with...	49	Emerging	61	Python
26	zaina-ml/ml_forge A visual-based graph node editor for training computer vision models.	49	Emerging	365	Python
27	adursun/wsddn.pytorch Implementation of Weakly Supervised Deep Detection Networks using the latest...	47	Emerging	50	Python
28	RolnickLab/antenna An online toolset to manage and analyze data collected from insect camera...	47	Emerging	30	Python
29	IDEA-Research/deepdataspace The Go-To Choice for CV Data Visualization, Annotation, and Model Analysis.	47	Emerging	261	TypeScript
30	olibartfast/vision-inference C++ app for computer vision inference, supporting multiple tasks and backends.	47	Emerging	94	C++
31	makerlinck/Antool A auto-classifier for files based on Langchain & Deepdanbooru-tagger-mini	46	Emerging	26	Python
32	microsoft/dstoolkit-km-solution-accelerator Data Science Toolkit - Knowledge Mining Solution Accelerator	45	Emerging	23	C#
33	mobilint/mblt-model-zoo Mobilint Model Zoo Project	44	Emerging	20	Python
34	justincdavis/trtutils Quickly and easily use TensorRT inside of Python with support for models...	43	Emerging	19	Python
35	networkoptix/nx_open NetworkOptix open-source components used to build Powered-by-Nx products...	43	Emerging	71	C++
36	scrrlt/safe-tag A zero-dependency utility for retrieving `Object.prototype.toString` tags....	43	Emerging	8	JavaScript
37	mlpack/onnx-mlpack onnx to mlpack converter (Under construction)	42	Emerging	5	C++
38	Running-Turtle1/jittor-retinanet A Jittor implementation of the RetinaNet.	42	Emerging	170	Jupyter Notebook
39	Intellindust-AI-Lab/EdgeCrafter Pytorch implementation of "EdgeCrafter: Compact ViTs for Edge Dense...	42	Emerging	15	Python
40	Imageomics/Prompt_CAM This is an official implementation for PROMPT-CAM: A Simpler Interpretable...	41	Emerging	71	Jupyter Notebook
41	ncoevoet/facet Local AI photo scoring, culling, and gallery — score, organise, and explore...	41	Emerging	70	Python
42	RG-O/YoutubeOverCommercials Browser extension that automatically blocks TV commercials and plays YouTube...	41	Emerging	44	JavaScript
43	fkariminejadasl/ml-notebooks Deep Learning Tutorials and Notebooks	40	Emerging	3	Jupyter Notebook
44	BinZhang109/FRTSearch Fast Radio Transients Search	40	Emerging	3	Python
45	Loganavter/Improve-ImgSLI Improved free before/after slider albums.	40	Emerging	32	Python
46	Erotemic/shitspotter An open source algorithm and dataset for finding poop in pictures.	40	Emerging	86	Python
47	diaoquesang/Paper-List-for-Medical-Anomaly-Detection :octocat: A paper list for medical anomaly detection. ℱℯℯ𝓁 𝒻𝓇ℯℯ to contribute!	39	Emerging	53	—
48	formanova-ai/awesome-jewelry-ai A curated list of AI research, models, datasets, and tools for jewelry...	39	Emerging	6	—
49	suzuran0y/CCTV-Smartphone-AI-Monitoring LAN-based smartphone-powered AI monitoring framework with structured event...	39	Emerging	450	Python
50	olibartfast/tritonic C++ application to perform computer vision tasks using Nvidia Triton Server...	38	Emerging	29	C++
51	wokaikaixinxin/ai4rs AI for remote sensing, remote sense, object detection, oriented object...	37	Emerging	91	Python
52	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...	37	Emerging	36	JavaScript
53	Purushothaman-natarajan/Interpretable-SONAR-Image-Classifier Part of the Project: Under water sonar image classification with XAI LIME:...	37	Emerging	3	Python
54	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	37	Emerging	159	CSS
55	Purushothaman-natarajan/Under-water-sonar-image-classification This repository explores the use of eXplainable AI (XAI) to interpret deep...	36	Emerging	6	Python
56	Spongebobbbbbbbb/FDTA The official repository of the paper "From Detection to Association:...	35	Emerging	56	Python
57	sagar100rathod/deep-ml Library for training neural nets in pytorch	34	Emerging	8	Jupyter Notebook
58	waikato-datamining/tensorflow Various applications using tensorflow.	33	Emerging	6	Python
59	m2b3/CanViT-PyTorch Reference implementation of the Canvas Vision Transformer from the paper...	33	Emerging	13	Python
60	codeaashu/enoughaashuu Clean. Detect. Generate. In Seconds. 🍌	32	Emerging	9	TypeScript
61	codeaashu/RemoveBanana Clean. Detect. Generate. In Seconds. 🍌	31	Emerging	7	TypeScript
62	Ahmed2797/Brain-Tumar-Detection-VGG16-YOLO-SAM An AI-powered Brain Tumor Detection Application that provides...	29	Experimental	3	Jupyter Notebook
63	parkereagle8692/UpScalerAI-2026 AI Upscaler Soft is a powerful and user-friendly desktop application...	29	Experimental	41	—
64	wokaikaixinxin/O2-RT-DETR Real-Time Oriented Object Detection Transformer in Remote Sensing Images (TGRS 2026)	28	Experimental	22	Python
65	franciszekparma/FaceWGAN-GP Wasserstein GAN with Gradient Penalty implemented in PyTorch.	28	Experimental	16	Python
66	olkham/pynode A Node-RED-like visual workflow editor with a Python backend.	28	Experimental	26	Python
67	roboflow/rf-detr_plus An extension of RF-DETR that unlocks larger, more powerful detection models...	28	Experimental	19	Python
68	Aseiel/VideoHighlighter Highlight videos and generate automatic subtitles with transcripts.	27	Experimental	14	Python
69	mattlungrenmd/autoresearch-medimage Autonomous medical imaging AI research — bring any dataset, the agent runs...	26	Experimental	5	Python
70	Boyeep/nextjs-python-computer-vision-kit Production-ready computer vision starter with Next.js, FastAPI, OpenCV,...	26	Experimental	5	TypeScript
71	HaofanCao/roi-glass-defect-detection Hybrid ROI-based pipeline for glass defect detection and fixed-size cropping.	26	Experimental	5	Python
72	infinitel8p/Security-Cam A security camera for the Raspberry Pi Zero 2 W using the Waveshare RPi Camera (F).	26	Experimental	5	JavaScript
73	JadeLiu-tech/px-asset-extract Extract individual assets from images as transparent PNGs. Zero ML models,...	26	Experimental	5	Python
74	SeanChangX/kitescope 風箏監測系統 Real-time kite monitoring, when2fly, where2fly.	26	Experimental	5	Python
75	urdcompere894/social-analyzer 🔍 Analyze and trace profiles across 1000+ social media platforms, enhancing...	26	Experimental	6	JavaScript
76	ductai199x/Forensic-Self-Descriptions-CVPR25 Zero-shot AI-generated image detection using forensic self-descriptions....	25	Experimental	3	Python
77	adithyanraj03/CourtKeyNet CourtKeyNet is an open source deep learning model for high fidelity...	25	Experimental	3	Python
78	martymcenroe/RCA-PDF-extraction-pipeline Automated document extraction pipeline using AI vision models for invoice...	25	Experimental	4	Python
79	kaito-tokyo/live-backgroundremoval-lite A high-performance, crash-resistant OBS plugin for real-time background...	25	Experimental	43	C
80	TaherGrayson24/deep_learning_skin_cancer_detection_multi_type_isic2018 Deep learning pipeline for multi-type ISIC 2018 skin lesion classification...	25	Experimental	3	Python
81	stefani-gifta/cv-Ingreadyent-2025 Image-based ingredient identification with freshness detection using...	25	Experimental	3	HTML
82	jimly1/ComfyUI-FlashVSR_Ultra_Fast 🚀 Optimize FlashVSR to run on low VRAM devices, enhancing video upscaling...	25	Experimental	3	Python
83	camilooscargbaptista/cv-fraud-detection Computer vision pipeline for document fraud detection and digital forensics....	25	Experimental	3	Python
84	camilooscargbaptista/deepguard Offline image forensics and deepfake detection from your terminal. Analyzes...	25	Experimental	3	Python
85	GitGud-f/DocParse A hybrid Computer Vision pipeline designed to transform high-variance...	25	Experimental	4	Python
86	shumwaymark/sentinelcam A computer vision and machine learning pipeline on a distributed framework....	25	Experimental	4	Python
87	sairam-s0/ActiveLabelingSystem LabelOps – A local-first AI-assisted data labeling system with continual...	25	Experimental	4	Python
88	Kongesque/locus-vision 👁️ The Open Source Vision Analytics Engine. optimized for edge devices....	25	Experimental	4	Svelte
89	FLMxN/kopernik Kopernik is an open-source machine learning project, focused on predicting...	25	Experimental	4	Python
90	mobilint/mblt-sdk-tutorial SDK tutorial for Mobilint qb	19	Experimental	9	Python
91	aymenhmaidiwastaken/GeoSnap AI-powered photo geolocation tool — upload any photo and AI analyzes visual...	19	Experimental	13	JavaScript
92	chengqianyu03/AAAI26-MSNet Multi-Semantic Modeling for Glass Surface Detection in the Wild	18	Experimental	5	Python
93	voxel51/fiftyone_mlflow_plugin Track model training experiments with MLflow and FiftyOne!	18	Experimental	5	Python
94	xinyiW915/Debanding-PCS2025 Guiding WaveMamba with Frequency Maps for Image Debanding	18	Experimental	5	Jupyter Notebook
95	NielsRogge/computer-vision-zero-to-one A repository showcasing the entire workflow of putting computer vision...	18	Experimental	5	Jupyter Notebook
96	Reriiii/MathSnap-AI MathSnap AI — An end-to-end handwritten mathematical expression recognition...	17	Experimental	4	TypeScript
97	Sajjad-Shahali/multimodal-weld-defect-detection WeldFusionNet , a weld defect classification project using sensor, audio,...	17	Experimental	3	Python
98	orkhanigidov/handwritten-character-recognition-matlab A Convolutional Neural Network (CNN) built in MATLAB to recognize and...	17	Experimental	3	MATLAB
99	wjun0830/SlotCurri [CVPR 2026] Official PyTorch Implementation of "SlotCurri:...	17	Experimental	4	Python
100	mfaizan-ai/Saferail-AI Implementation of image fusion, distance estimation, and object detection...	17	Experimental	4	Python
101	MR-Sherif/TOGA [CVPR 2026] Official PyTorch implementation of "Training-Only Heterogeneous...	17	Experimental	3	—
102	2btlFe/GLA-CLIP This is the official pytorch implementation of "Looking Beyond the Window:...	17	Experimental	3	Python
103	christianbammann/FONTAINE_DECAL This repository describes the design of the FONTAINE_DECAL project and its...	17	Experimental	3	Jupyter Notebook
104	pedrozaz/obj-detector-from-scratch Scientific and practical baseline research for understanding single-stage...	12	Experimental	4	Python

Comparisons in this category

frigate and viseron (71 vs 65) frigate and frigate-hass-integration (71 vs 62) frigate and clearcam (71 vs 54) DEIM and DEIMv2 (56 vs 55)