# Ultralytics > End-to-end computer vision platform: annotate data, train YOLO26 models, and deploy across global regions. ## Platform - [Annotate](https://www.ultralytics.com/annotate): Auto-label and curate computer vision datasets - [Train](https://www.ultralytics.com/train): Train YOLO models in the cloud or locally - [Deploy](https://www.ultralytics.com/deploy): Deploy and monitor models across global regions - [Agents](https://www.ultralytics.com/agents): Visual workflows that connect YOLO, language models, conditions, and actions - [Pricing](https://www.ultralytics.com/pricing): Ultralytics Platform plans and pricing - [Ultralytics Actions](https://www.ultralytics.com/actions): GitHub Actions automation for Ultralytics workflows - [Ultralytics Lite](https://www.ultralytics.com/lite): Open-source desktop workspace for Claude Code, Codex, Gemini, Qwen, Kimi, and your shell ## Models - [YOLO](https://www.ultralytics.com/yolo): Ultralytics YOLO — real-time object detection models - [YOLO27](https://www.ultralytics.com/yolo/yolo27): Next-generation Ultralytics YOLO models in final R&D, in four sizes across seven vision tasks, with no launch date set - [YOLO27 documentation](https://docs.ultralytics.com/models/yolo27/): Architecture, benchmarks, and planned task support for the upcoming Ultralytics YOLO27 models - [YOLO26](https://www.ultralytics.com/yolo/yolo26): Established YOLO model from Ultralytics, proven across production use cases ## Company - [About](https://www.ultralytics.com/about): The Ultralytics mission and team - [Roadmap](https://www.ultralytics.com/roadmap): What we are building next - [Careers](https://www.ultralytics.com/careers): Open roles at Ultralytics - [Brand](https://www.ultralytics.com/brand): Logos, colors, and brand guidelines - [Contact](https://www.ultralytics.com/contact): Get in touch with Ultralytics - [License](https://www.ultralytics.com/license): AGPL-3.0 and Enterprise licensing - [Startups](https://www.ultralytics.com/startups): Platform credits and licensing discounts for startups - [Trust & Security](https://www.ultralytics.com/security): Certifications, compliance, and security practices - [Support](https://www.ultralytics.com/support): Help and support resources - [Publications](https://www.ultralytics.com/publications): Research papers and citations ## Solutions - [Solutions](https://www.ultralytics.com/solutions): Explore Ultralytics YOLO computer vision solutions across industries — manufacturing, agriculture, healthcare, retail, transportation, and more. - [Computer vision for aerial imagery](https://www.ultralytics.com/solutions/computer-vision-for-aerial-imagery): Transform drone and aerial imagery into real-time insights for agriculture, aquaculture, environmental monitoring, conservation, and geospatial analysis with Ultralytics YOLO. - [Computer vision in aerospace](https://www.ultralytics.com/solutions/computer-vision-in-aerospace): Bring vision AI to aerial monitoring with Ultralytics YOLO models. Power drones, aerospace workflows, environmental conservation & geospatial industries with computer vision solutions. - [Computer vision in security](https://www.ultralytics.com/solutions/computer-vision-in-security): Protect every site with Ultralytics YOLO models. Vision AI powers perimeter monitoring, threat detection, license-plate recognition, and workplace safety. - [Computer vision in robotics](https://www.ultralytics.com/solutions/computer-vision-in-robotics): Power smarter machines with Ultralytics YOLO models. Vision AI in robotics drives autonomous navigation, perception, object tracking, and real-time control. - [Computer vision in logistics](https://www.ultralytics.com/solutions/computer-vision-in-logistics): Streamline logistics with Ultralytics YOLO models. Vision AI enables package inspection, sorting, vehicle tracking, and real-time warehouse safety monitoring. - [Computer vision in retail](https://www.ultralytics.com/solutions/computer-vision-in-retail): Reimagine retail with Ultralytics YOLO models. Vision AI powers inventory tracking, shelf monitoring, queue management, and smarter customer insights. - [Computer vision in healthcare](https://www.ultralytics.com/solutions/computer-vision-in-healthcare): Build healthcare solutions with Ultralytics YOLO models. Vision AI in healthcare powers faster medical imaging, smarter diagnostics, and patient monitoring. - [Computer vision in manufacturing](https://www.ultralytics.com/solutions/computer-vision-in-manufacturing): Optimize manufacturing with Ultralytics YOLO models. Vision AI drives quality control, defect detection, PPE compliance, and assembly line automation. - [Computer vision in automotive](https://www.ultralytics.com/solutions/computer-vision-in-automotive): Apply computer vision in automotive with Ultralytics YOLO models. Vision AI elevates road safety, driver assistance, and vehicle automation for smarter roads. - [Computer vision in agriculture](https://www.ultralytics.com/solutions/computer-vision-in-agriculture): Bring vision AI to smart agriculture with Ultralytics YOLO models. Power crop monitoring, livestock tracking, and precision farming for higher, smarter yields. ## Use Cases - [Use Cases](https://www.ultralytics.com/use-cases): Explore real-world Ultralytics YOLO use cases and computer vision applications, from object detection and tracking to segmentation and pose estimation. - [Retail loss prevention](https://www.ultralytics.com/solutions/computer-vision-in-retail/retail-loss-prevention): Detect shoplifting, missed scans, and sweethearting in real time. Vision AI monitors self-checkout and suspicious behavior to cut shrink without disrupting shoppers. - [Visual inspection](https://www.ultralytics.com/solutions/computer-vision-in-manufacturing/visual-inspection): Catch defects, misalignments, and label errors at line speed. Vision AI verifies component presence and classifies pass/fail results with near-zero human error. - [Driver monitoring](https://www.ultralytics.com/solutions/computer-vision-in-automotive/driver-monitoring): Detect drowsiness, phone use, and gaze distraction in real time. Vision AI tracks eye closure, head tilt, and posture to alert drivers before accidents happen. - [Document processing](https://www.ultralytics.com/use-cases/document-processing): Classify, extract, and verify documents at scale. Vision AI locates form fields, deskews scanned pages, and flags missing signatures to cut transcription errors. - [Inventory management](https://www.ultralytics.com/solutions/computer-vision-in-retail/inventory-management): Count shelf stock, verify SKU compliance, and detect unsafe pallet orientation automatically. Vision AI replaces manual audits with continuous, real-time inventory monitoring. - [Defect detection](https://www.ultralytics.com/solutions/computer-vision-in-manufacturing/defect-detection): Spot hairline cracks, label misalignment, and surface flaws at line speed. Vision AI classifies pass, fail, and rework to keep defective parts off the factory floor. - [Queue management](https://www.ultralytics.com/solutions/computer-vision-in-retail/queue-management): Count customers, classify congestion levels, and spot frustration cues in real time. Vision AI predicts bottlenecks before they form to keep wait times and walkouts low. ## Customer Stories - [Customer Stories](https://www.ultralytics.com/customers): Customer success stories showing how organizations deploy Ultralytics YOLO models for real-world computer vision across industries worldwide. - [RTM cuts inference cost 28% with Ultralytics YOLO26](https://www.ultralytics.com/customers/rtm-cuts-inference-cost-28-with-ultralytics-yolo26): Learn how RTM uses Ultralytics YOLO26 to power 24/7 factory safety monitoring, cutting inference cost 28% on hardware manufacturers already own. - [SK Godelius detects 3,400 defects on mining conveyors with Ultralytics YOLO](https://www.ultralytics.com/customers/sk-godelius-detects-3400-defects-in-mining-conveyors-with-ultralytics-yolo): Learn how SK Godelius uses Ultralytics YOLO to automate defect and anomaly detection, helping mining plants boost safety and streamline workflow. - [Camerite cuts development time 25.2% with Ultralytics YOLO](https://www.ultralytics.com/customers/camerite-cuts-development-time-252-with-ultralytics-yolo): Learn how Camerite uses Ultralytics YOLO to automate video monitoring, cutting development time and helping cities shift to proactive security. - [OnsiteIQ reduces project delays by 20% with Ultralytics YOLO11](https://www.ultralytics.com/customers/onsiteiq-reduces-project-delays-20-percent-with-ultralytics-yolo11): Discover how OnsiteIQ uses Ultralytics YOLO11 to monitor construction sites, cutting project delays 20% and resolving disputes 3x faster. - [mtrail's TrainVision cuts rail data collection time by close to 100%](https://www.ultralytics.com/customers/mtrails-trainvision-cuts-rail-data-collection-time): Explore how mtrail's TrainVision uses Ultralytics YOLO to automate rail data collection, cutting time up to 100% and errors by 90%. - [Glacier Robotics reduced PET leakage by 70% across US recycling facilities](https://www.ultralytics.com/customers/glacier-robotics-reduced-pet-leakage-by-70-across-us-recycling-facilities): See how Glacier Robotics uses Ultralytics YOLO11 to reduce PET leakage by 70%, improve recycling accuracy, and automate waste sorting. - [SOHGA cuts parking monitoring time by 30% with Ultralytics YOLO](https://www.ultralytics.com/customers/sohga-cuts-parking-monitoring-time-by-30-with-ultralytics-yolo): Learn how SOHGA's MEGURU system uses Ultralytics YOLO26 to automate parking lot patrols, reduce patrol time by 30%, and improve safety. - [Scaleout cuts model updates from weeks to hours with Ultralytics YOLO](https://www.ultralytics.com/customers/scaleout-cuts-model-updates-from-weeks-to-hours-with-ultralytics-yolo): Discover how Scaleout uses Ultralytics YOLO and federated learning to fine-tune AI models on edge devices while keeping sensitive data secure. - [RapiD Engineering deploys seafood quality control 1 week faster with Ultralytics YOLO](https://www.ultralytics.com/customers/rapid-engineering-deploys-seafood-quality-control-1-week-faster-with-ultralytics-yolo): See how RapiD Engineering uses Ultralytics YOLO to automate salmon inspection, detect defects in real time, and save a week of engineering work. - [Project Ocean Oasis advances reef conservation with Ultralytics YOLO](https://www.ultralytics.com/customers/project-ocean-oasis-advances-reef-conservation-with-ultralytics-yolo): Discover how Project Ocean Oasis uses Ultralytics YOLO, edge AI, and autonomous monitoring systems to scale reef conservation and ocean intelligence. - [Volley powers 250+ on-court AI trainers with Ultralytics YOLO](https://www.ultralytics.com/customers/volley-powers-250-plus-on-court-ai-trainers-with-ultralytics-yolo): "What's really nice is that the model performs really well in real time on edge hardware on the trainer, and we can use the same model in the cloud to run the exact same flow." - [WG Tech Solutions cuts safety violations by 28% with Ultralytics YOLO and Axelera’s AI Accelerator](https://www.ultralytics.com/customers/wg-tech-solutions-cuts-safety-violations-by-28-with-ultralytics-yolo-and-axeleras-ai-accelerator): Learn how WG Tech Solutions managed to reduce safety violations in manufacturing by 28% leveraging Ultralytics YOLO and Axelera’s AI Accelerator - [Stride delivers 1-minute equine gait analysis with Ultralytics YOLO](https://www.ultralytics.com/customers/on-device-equine-gait-analysis-in-under-1-minute-ultralytics-yolo): Learn how Stride leverages Ultralytics YOLO models for horse pose estimation, achieving a full gait analysis in under 1 minute. - [Pixelabs achieves 95% recall with Ultralytics YOLO-driven automation](https://www.ultralytics.com/customers/pixelabs-95-recall-with-ultralytics-yolo-driven-automation): Learn how Pixelabs leverages Ultralytics YOLO models to automate workflows and achieve 95% recall. - [SiteAssist improves site safety by processing 770K+ images with Ultralytics YOLO](https://www.ultralytics.com/customers/siteassist-improves-construction-site-safety-with-ultralytics-yolo): Learn how SiteAssist leverages Ultralytics YOLO models to improve construction site safety. - [Chef Robotics uses Ultralytics YOLO to cut food giveaway by 67%](https://www.ultralytics.com/customers/chef-robotics-leverages-ultralytics-yolo-for-precise-food-assembly): Explore how Chef Robotics uses Ultralytics YOLO models for precise food assembly. - [Cali Intelligence shortens checkout queues by 43% with Ultralytics YOLO](https://www.ultralytics.com/customers/cali-intelligence-cuts-retail-checkout-queues-with-ultralytics-yolo): Explore how Cali Intelligence uses Ultralytics YOLO models to reduce retail checkout queues with object detection. - [MarineSitu hits 96%+ uptime in underwater monitoring using Ultralytics YOLO](https://www.ultralytics.com/customers/marinesitu-transforms-underwater-monitoring-with-ultralytics-yolo): Discover how MarineSitu uses Ultralytics YOLO to transform underwater object detection. - [Theia Scientific speeds up microscopy analysis 43× with Ultralytics YOLO](https://www.ultralytics.com/customers/theia-scientific-redefines-microscopy-data-analysis-with-ultralytics-yolo-models): Discover how Theia Scientific uses Ultralytics YOLO to redefine microscopy data analysis. - [eSmart Systems halves power line inspection time with Ultralytics YOLO](https://www.ultralytics.com/customers/esmart-systems-automates-utility-inspections-with-ultralytics-yolo): Discover how eSmart Systems uses Ultralytics YOLO to boost defect detection speed and transform utility inspections. - [Axelera AI delivers 34 FPS edge AI inference using Ultralytics YOLO](https://www.ultralytics.com/customers/axelera-ai-enables-vision-ai-at-the-edge-with-ultralytics-yolo): Discover how Axelera AI uses Ultralytics YOLO to deliver fast, accurate, and efficient edge vision on Metis AI chips. - [STMicroelectronics runs Ultralytics YOLO on an MCU at just 9.4 mJ per inference](https://www.ultralytics.com/customers/embedded-vision-ai-with-ultralytics-yolo-and-stmicroelectronics-mcu): Discover how STMicroelectronics efficiently deploys Ultralytics YOLO models on low-power microcontrollers to achieve accurate real-time inference at the edge. - [Specialvideo reaches 99% food inspection accuracy with Ultralytics YOLO](https://www.ultralytics.com/customers/ultralytics-yolo-powers-specialvideos-food-inspection-tool): Discover how Specialvideo uses Ultralytics YOLO models to power real-time AI food inspection, ensuring quality, reducing waste, and boosting efficiency. - [Vivity AI saves $5M+ a year in industrial operations with Ultralytics YOLO](https://www.ultralytics.com/customers/vivity-ai-enables-industrial-ai-with-ultralytics-yolo-models): Discover how Vivity AI leverages Ultralytics YOLO models to enhance industrial automation, improving efficiency, reducing downtime, and ensuring workplace safety. - [Videologic Analytics scales to 10K AI camera licenses with Ultralytics YOLO](https://www.ultralytics.com/customers/videologic-analytics-adopts-ultralytics-yolo-for-video-surveillance): Discover how Videologic Analytics integrates Ultralytics YOLO models to enhance video surveillance, improving detection accuracy, reducing false alarms, and optimizing real-time threat monitoring. - [Prezent boosts slide detection accuracy by 34% with Ultralytics YOLO](https://www.ultralytics.com/customers/prezent-turns-to-ultralytics-yolo-models-to-detect-slide-elements): Discover how Prezent leverages Ultralytics YOLO models to automate slide element detection, reducing processing time to under 10 seconds while preserving structure and design. - [ALYCE accelerates traffic AI inference by 20% with Ultralytics YOLO](https://www.ultralytics.com/customers/alyces-smart-traffic-solutions-leverage-ultralytics-yolo-models): Discover how ALYCE uses Ultralytics YOLO models to enhance data accuracy, optimize urban mobility, and create AI-driven traffic solutions for sustainable, smarter cities. - [Kiwitron uses Ultralytics YOLO to detect industrial hazards 30m away](https://www.ultralytics.com/customers/kiwitron): Explore how Kiwitron uses Ultralytics YOLO models in its KewiEye solution to detect and address industrial hazards for better safety. ## Partners - [Partners](https://www.ultralytics.com/partners): Meet Ultralytics technology and hardware partners delivering optimized Ultralytics YOLO deployment for edge, cloud, and on-device computer vision. - [Raspberry Pi](https://www.ultralytics.com/partners/raspberry-pi): Run Ultralytics YOLO models on Raspberry Pi. Deploy real-time computer vision on affordable, energy-efficient single-board hardware. - [stmicroelectronics](https://www.ultralytics.com/partners/stmicroelectronics): Ultralytics and STMicroelectronics partner to power edge AI. Deploy YOLO vision models on ST hardware for industrial, automotive, and IoT applications. - [Sony](https://www.ultralytics.com/partners/sony): Sony is an Ultralytics Edge Partner. Deploy YOLO-powered vision AI on Sony hardware for real-time computer vision across industrial and commercial applications. - [Axelera](https://www.ultralytics.com/partners/axelera): Deploy Ultralytics YOLO models on Axelera AI Metis AIPUs for high-performance edge inference. Fast export, low power usage, real-time results. - [DeepX](https://www.ultralytics.com/partners/deepx): Export Ultralytics YOLO to DeepX NPUs with one command. Achieve GPU-level vision AI accuracy at a fraction of the power for robotics and industrial automation. - [Intel](https://www.ultralytics.com/partners/intel): Deploy Ultralytics YOLO models on Intel CPUs, GPUs, and NPUs using OpenVINO. Export in one command, run sub-10ms inference at the edge. Read more. ## Events & Webinars - [Events & Webinars](https://www.ultralytics.com/events): Explore upcoming events, webinars, and recorded sessions covering the latest ideas and advancements in vision AI. - [Ultralytics Meetup: London](https://www.ultralytics.com/events/ultralytics-meetup-london): ​Join Ultralytics in London on September 23 for an evening to share practical lessons, showcase new technologies, and explore what's next for vision AI. - [Ultralytics YOLO Vision 2026](https://www.ultralytics.com/events/ultralytics-yolo-vision-2026): Join our annual hybrid event where the AI and computer vision community comes together to explore how accessible, collaborative vision AI moves beyond the lab to deliver meaningful impact in real environments. - [Vision AI for aerospace with Ultralytics YOLO](https://www.ultralytics.com/events/vision-ai-for-aerospace-with-ultralytics-yolo): Discover how aerospace teams are using Ultralytics YOLO models to automate inspection, improve quality control, and accelerate maintenance workflows. - [Edge AI London](https://www.ultralytics.com/events/Edge-ai-london): Meet Ultralytics and Raspberry Pi at Edge AI London 2026 for a workshop on computer vision at the edge - [CVPR](https://www.ultralytics.com/events/cvpr): Meet Ultralytics at CVPR 2026 for live YOLO26 demos, real-time vision workflows, and insights from our AI experts. - [Vision AI for manufacturing](https://www.ultralytics.com/events/vision-ai-for-manufacturing): Learn how Ultralytics YOLO helps manufacturers reduce defects, prevent assembly errors, and improve workplace safety with Vision AI. - [AMD Dev Day](https://www.ultralytics.com/events/amd-dev-day): Ultralytics at AMD Dev Day in Shanghai. Explore local AI and agentic systems with YOLO26, next-gen real-time vision AI optimized for AMD hardware. - [Community Meetup: Shenzhen](https://www.ultralytics.com/events/community-meetup-shenzhen): Join Ultralytics in Shenzhen for a community meetup featuring YOLO26 live demos, a chance to meet the team, and networking with local AI developers. - [Embedded Vision Summit](https://www.ultralytics.com/events/embedded-vision-summit): Ultralytics at the Embedded Vision Summit in Santa Clara. Discover YOLO26 and the latest real-time vision AI advances for embedded systems and edge devices. - [Embedded World 2026](https://www.ultralytics.com/events/embedded-world): Ultralytics at Embedded World in Nuremberg — showcasing YOLO26 and next-generation real-time vision AI for embedded systems and edge computing applications. - [4YFN 2026](https://www.ultralytics.com/events/4yfn-2026): Explore insights, key takeaways, and AI advancements from 4YFN 2026. Time to be announced. - [EuroShop](https://www.ultralytics.com/events/euroshop-2026): Ultralytics at EuroShop 2026 in Düsseldorf. See YOLO26's faster, NMS-free object detection optimized for edge and low-power retail vision applications. - [Ultralytics YOLO26 is here!](https://www.ultralytics.com/events/ultralytics-yolo26-is-here): Learn how Ultralytics YOLO26 delivers faster, simpler, end-to-end NMS-free object detection optimized for edge and low-power devices. - [CES Happy Hour](https://www.ultralytics.com/events/ces-happy-hour): Explore insights, key takeaways, and AI advancements from CES Happy Hour. - [Maker Faire Shenzhen 2025](https://www.ultralytics.com/events/makerfaire-shenzhen-2025): Explore insights, key takeaways, and AI advancements from Maker Faire Shenzhen 2025. - [Ultralytics YOLO Vision 2025 Shenzhen](https://www.ultralytics.com/events/yolo-vision-2025-shenzhen): YOLO Vision 2025 Shenzhen. Explore insights, key takeaways, and AI advancements today! - [PyTorch 2025](https://www.ultralytics.com/events/pytorch-2025): Explore insights, key takeaways, and AI advancements from PyTorch 2025 San Francisco. - [Ultralytics YOLO Vision 2025 London](https://www.ultralytics.com/events/yolo-vision-2025): YOLO Vision 2025 London. Explore insights, key takeaways, and AI advancements today! - [Accelerate AI at the edge with Ultralytics YOLO and OpenVINO™!](https://www.ultralytics.com/events/accelerate-ai-at-the-edge-with-ultralytics-yolo-and-openvino): Explore insights, key takeaways, and AI advancements from Accelerate AI at the Edge with Ultralytics YOLO and OpenVINO™. - [WAIC 2025](https://www.ultralytics.com/events/waic-2025): Discover insights, key takeaways, and AI advancements from WAIC 2025. - [Elevating Edge AI with Ultralytics YOLO and STMicroelectronics](https://www.ultralytics.com/events/elevating-edge-ai-with-ultralytics-yolo-and-stmicroelectronics): Elevating Edge AI with Ultralytics YOLO and STMicroelectronics. Explore insights, key takeaways, and AI advancements today! - [CVPR 2025](https://www.ultralytics.com/events/cvpr-2025): Discover CVPR 2025. Explore insights, key takeaways, and AI advancements today! - [South Summit 2025](https://www.ultralytics.com/events/south-summit-2025): Discover insights, key takeaways, and AI advancements from South Summit 2025. - [IOTSWC 2025](https://www.ultralytics.com/events/iotswc-2025): Discover insights, key takeaways, and AI advancements from IOTSWC 2025. - [NVIDIA GTC 2025](https://www.ultralytics.com/events/nvidia-gtc-2025): Discover insights, key takeaways, and AI advancements from NVIDIA GTC 2025. - [Embedded World 2025](https://www.ultralytics.com/events/embedded-world-2025): Explore insights, key takeaways, and AI advancements from Embedded World 2025. - [4YFN 2025](https://www.ultralytics.com/events/4yfn-2025): Explore insights, key takeaways, and AI advancements from 4YFN 2025. - [Sony Semiconductor Solutions & Ultralytics elevate edge AI with YOLOv8!](https://www.ultralytics.com/events/uls-17): Sony Semiconductor Solutions & Ultralytics elevate edge AI with YOLOv8. Explore insights, key takeaways, and AI advancements today! - [Ultralytics and Seeed Studio launch the reCamera](https://www.ultralytics.com/events/uls-16): Explore insights, key takeaways, and AI advancements from the Ultralytics and Seeed Studio reCamera launch. - [Maker Faire Shenzhen 2024](https://www.ultralytics.com/events/maker-faire-shenzhen-2024): Explore insights, key takeaways, and AI advancements from Maker Faire Shenzhen 2024. ## Blog - [Blog](https://www.ultralytics.com/blog): Computer vision tutorials, Ultralytics YOLO guides, product updates, and AI research from the Ultralytics team to help you build and ship vision AI. - [Ultralytics at Arm Create 2026: Real-time Vision AI at the edge](https://www.ultralytics.com/blog/ultralytics-at-arm-create-2026-real-time-vision-ai-at-the-edge.md): Ultralytics at Arm Create 2026: Deploying Ultralytics YOLO for real-time edge AI, insights from the model panel, and the new Arm AI Portal. - [Ultralytics Meetup: London](https://www.ultralytics.com/blog/ultralytics-meetup-london.md): Recap of the Ultralytics London meetup: A first look at YOLO27, Ultralytics Platform demos, and a vision AI panel with NVIDIA and Arm. - [Ultralytics Platform Monitoring: Keep vision AI deployments on track](https://www.ultralytics.com/blog/ultralytics-platform-monitoring-keep-vision-ai-deployments-on-track.md): Monitor deployed vision AI models with Ultralytics Platform. Track endpoint health, latency, errors, logs, and live prediction statistics. - [Introducing Ultralytics Agents: Build visual AI workflows faster](https://www.ultralytics.com/blog/introducing-ultralytics-agents-build-visual-ai-workflows-faster.md): Build visual AI workflows with Ultralytics Agents. Connect YOLO, vision-language models, conditions, datasets, and actions. - [Introducing Ultralytics AutoTrain: Simplify vision AI model training](https://www.ultralytics.com/blog/introducing-ultralytics-autotrain-simplify-vision-ai-model-training.md): Train, compare, and improve Ultralytics YOLO models with AutoTrain in Ultralytics Platform, from initial baseline to production deployment. - [Key highlights from Ultralytics YOLO Vision 2026!](https://www.ultralytics.com/blog/key-highlights-from-ultralytics-yolo-vision-2026.md): Key moments from YOLO Vision 2026, where Ultralytics unveiled Ultralytics YOLO27 and showcased AutoTrain, Agents, and Monitoring on Ultralytics Platform. - [Ultralytics YOLO26 now supports monocular depth estimation](https://www.ultralytics.com/blog/ultralytics-yolo26-now-supports-monocular-depth-estimation.md): Learn how the new depth estimation task in Ultralytics YOLO26 predicts per-pixel, metric-scale depth from a single RGB image, no stereo rig or LiDAR required. - [Best Image Annotation Platforms for Computer Vision](https://www.ultralytics.com/blog/best-image-annotation-platforms.md): Compare nine image annotation platforms for computer vision: CVAT, Encord, Label Studio, Labelbox, Roboflow, Scale AI, SuperAnnotate, Ultralytics and V7. - [Automated Defect Detection for Manufacturing: Platforms Compared](https://www.ultralytics.com/blog/automated-defect-detection-manufacturing.md): Compare automated defect-detection platforms: Cognex, Instrumental, Keyence, Landing AI, Overview and Ultralytics, plus how to match model task to defect. - [What Enterprise Computer Vision Costs: A TCO Framework](https://www.ultralytics.com/blog/enterprise-computer-vision-total-cost-of-ownership.md): A total-cost framework for enterprise computer vision covering data, annotation, cameras, edge hardware, training, inference, integration and retraining. - [Assembly Verification and Error-Proofing with Computer Vision](https://www.ultralytics.com/blog/computer-vision-assembly-verification-error-proofing.md): How computer vision verifies assembly completeness, correctness and sequence: imaging station design, model task choice, PLC integration and validation. - [Computer Vision Inference at Scale: Seven Platforms Compared](https://www.ultralytics.com/blog/computer-vision-inference-platforms.md): Seven computer vision inference platforms compared: Azure ML, KServe, NVIDIA Triton, Roboflow, SageMaker AI, Ultralytics and Vertex AI, on latency and scale. - [Ultralytics YOLO Vision 2026: Everything you need to know](https://www.ultralytics.com/blog/ultralytics-yolo-vision-2026-everything-you-need-to-know.md): Join Ultralytics YOLO Vision 2026 on September 13 in Shenzhen or online for new YOLO models, product launches, live demos, and real-world vision AI. - [How to Label Less: Auto-Labeling and Active-Learning Tools Compared](https://www.ultralytics.com/blog/auto-labeling-active-learning-tools.md): Ten auto-labeling and active-learning tools compared: CVAT, Encord, Labelbox, Lightly, Roboflow, SuperAnnotate, Ultralytics, V7 and Voxel51 FiftyOne. - [How to Add AI Analytics to Existing Security Cameras](https://www.ultralytics.com/blog/add-ai-analytics-existing-security-cameras.md): Three routes to adding AI analytics to an existing camera estate: analytics layers, VMS upgrades and self-hosted models, and the constraints that decide. - [Choosing a Computer Vision Vendor: An Enterprise Procurement Guide](https://www.ultralytics.com/blog/computer-vision-vendor-enterprise-procurement.md): A procurement view of eight computer vision vendors: AWS, Azure, Cognex, Encord, Landing AI, NVIDIA, Roboflow and Ultralytics, with licensing checks. - [Managed Cloud vs Self-Hosted Computer Vision Deployment](https://www.ultralytics.com/blog/managed-cloud-vs-self-hosted-computer-vision.md): Compare managed cloud and self-hosted computer vision deployment on cost, latency, data boundaries, scaling and exit risk, with three deployment patterns. - [Exporting Ultralytics YOLO on LiteRT](https://www.ultralytics.com/blog/export-ultralytics-yolo-with-litert-for-edge-and-browser-deployment.md): Learn how the new LiteRT export integration brings Ultralytics YOLO inference to mobile, embedded, edge, and browser environments in a single, unified format. - [How Computer Vision Guides AMRs, AGVs and Autonomous Forklifts](https://www.ultralytics.com/blog/computer-vision-amr-agv-autonomous-forklift.md): What computer vision contributes to AMR, AGV and autonomous forklift navigation, how camera, lidar and depth complement each other, and where safety sits. - [Scaling Computer Vision from Pilot to Production](https://www.ultralytics.com/blog/scale-computer-vision-pilot-to-production.md): Six stage gates for taking computer vision from pilot to production, covering coverage matrices, workflow validation, model operations and site readiness. - [Computer Vision Platforms for Manufacturing: YOLO, Cognex and Keyence Compared](https://www.ultralytics.com/blog/computer-vision-platforms-manufacturing.md): Compare computer vision platforms for manufacturing: Cognex, Edge Impulse, Keyence, Landing AI, Roboflow and Ultralytics YOLO, on inspection and MES fit. - [Robotic Quality Inspection: Why Coverage Is the Hard Part](https://www.ultralytics.com/blog/computer-vision-robotic-quality-inspection.md): How robotic quality inspection works: scan planning, calibration, robot and vision synchronization, multi-view fusion, coverage proof and quality records. - [Scale AI Alternatives for Data Labeling](https://www.ultralytics.com/blog/scale-ai-alternatives-data-labeling.md): Alternatives to Scale AI for vision data labeling: iMerit, SuperAnnotate and Ultralytics Platform, compared on cost, control, ramp time and data handling. - [PPE Detection and Workplace Safety with Ultralytics](https://www.ultralytics.com/blog/computer-vision-workplace-safety-ppe.md): Build PPE detection with Ultralytics Platform: annotate site images, train YOLO26, deploy to cloud or edge, and validate workplace safety monitoring. - [How People Counting and Occupancy Analytics Actually Work](https://www.ultralytics.com/blog/people-counting-occupancy-analytics.md): How people counting and occupancy analytics work: comparing WiFi, ToF, thermal and camera-based vision methods, the products available, and how to build it. - [Vision-Guided Robotics for Assembly and Pick-and-Place](https://www.ultralytics.com/blog/vision-guided-robotics-pick-and-place.md): How vision-guided pick-and-place works across sensing, perception, calibration, grasp planning, motion and recovery, with a 2D versus 3D decision guide. - [Annotation Outsourcing vs In-House: The Real Trade-offs](https://www.ultralytics.com/blog/computer-vision-annotation-outsourcing-vs-in-house.md): Compare outsourced and in-house computer vision annotation on cost per usable label, ramp time, quality, security and the hybrid model most teams reach. - [Ultralytics Morocco offsite: Team highlights 2026](https://www.ultralytics.com/blog/ultralytics-morocco-offsite-team-highlights-2026.md): A look inside the Ultralytics company offsite in Morocco. Workshops, cultural experiences, and the moments that bring our global team together. - [Ultralytics’ key highlights from the 2026 Qualcomm × Extreme Vision Edge AI Developer Technology Day](https://www.ultralytics.com/blog/ultralytics-key-highlights-from-the-2026-qualcomm-extreme-vision-edge-ai-developer-technology-day.md): A recap of Ultralytics at the 2026 Qualcomm x Extreme Vision Edge AI Developer Day 2026: Demos, highlights, and conversations from the event. - [Accelerating Ultralytics YOLO26 with OpenVINO on Intel Core Ultra Series 3 (Panther Lake)](https://www.ultralytics.com/blog/accelerating-ultralytics-yolo26-with-openvino-on-intel-core-ultra-series-3-panther-lake.md): Find out how to export Ultralytics YOLO26 models to OpenVINO format and accelerate inference across Intel hardware, including CPU, GPU, and NPU. ## Glossary - [Glossary](https://www.ultralytics.com/glossary): Clear, concise definitions of computer vision, machine learning, and AI terms — the concepts behind Ultralytics YOLO models and modern vision AI. - [Computer Vision (CV)](https://www.ultralytics.com/glossary/computer-vision-cv.md): Explore how computer vision lets machines interpret images and video. Learn the core tasks, industry applications, and how to start with Ultralytics YOLO. - [3D Object Detection](https://www.ultralytics.com/glossary/3d-object-detection.md): Explore 3D object detection to master spatial awareness in AI. Learn how Ultralytics YOLO26 powers real-world depth, orientation, and 3D bounding box estimation. - [3D Reconstruction](https://www.ultralytics.com/glossary/3d-reconstruction.md): Learn how 3D reconstruction transforms images and depth data into 3D models, plus explore workflows, applications, challenges, and YOLO26 depth estimation. - [4D Gaussian Splatting](https://www.ultralytics.com/glossary/4d-gaussian-splatting.md): Discover how 4D Gaussian Splatting enables real-time, photorealistic rendering of dynamic scenes. Learn to isolate moving objects with Ultralytics YOLO26. - [Accuracy](https://www.ultralytics.com/glossary/accuracy.md): Explore the fundamentals of accuracy in AI. Learn how to evaluate performance, avoid the accuracy paradox, and measure results using Ultralytics YOLO26. - [Action Chunking](https://www.ultralytics.com/glossary/action-chunking.md): Learn how action chunking improves robotic precision and imitation learning. Discover how to use Ultralytics YOLO26 to reduce compounding errors in AI agents. - [Action Recognition](https://www.ultralytics.com/glossary/action-recognition.md): Explore how action recognition identifies behaviors in video. Learn to use Ultralytics YOLO26 for pose estimation and build smart AI systems for HAR tasks. - [Activation Function](https://www.ultralytics.com/glossary/activation-function.md): Explore how activation functions like ReLU, Sigmoid, and SiLU enable deep learning. Learn how Ultralytics YOLO26 uses these to master complex visual patterns. - [Active Learning](https://www.ultralytics.com/glossary/active-learning.md): Discover how Active Learning optimizes AI training. Learn how to use Ultralytics YOLO26 to identify informative data, reduce labeling costs, and boost accuracy. - [Adam Optimizer](https://www.ultralytics.com/glossary/adam-optimizer.md): Explore the Adam optimizer for deep learning. Learn how it combines momentum and RMSProp for faster convergence in models like Ultralytics YOLO26. - [Adversarial Attacks](https://www.ultralytics.com/glossary/adversarial-attacks.md): Explore how adversarial attacks manipulate machine learning models. Learn about white-box and black-box strategies, risks to AI safety, and defense with Ultralytics YOLO26. - [Affective Computing](https://www.ultralytics.com/glossary/affective-computing.md): Learn how affective computing uses AI to recognize human emotions, explore real-world applications, and understand privacy, bias, and ethical risks. - [Agent Evaluation](https://www.ultralytics.com/glossary/agent-evaluation.md): Learn how agent evaluation tests AI agents for task success, tool use, safety, reliability, and efficiency across real-world workflows and interactions. - [Agent Harness](https://www.ultralytics.com/glossary/agent-harness.md): Learn what an AI agent harness is, how it manages tools, memory, safety, and workflows, and how YOLO26 supports reliable computer vision agents. - [Agent Sandboxing](https://www.ultralytics.com/glossary/agent-sandboxing.md): Learn how agent sandboxing isolates AI agents, limits access to files and networks, and reduces risks from prompt injection, tool abuse, and data exfiltration. - [Agent Skills](https://www.ultralytics.com/glossary/agent-skills.md): Learn how Agent Skills package reusable instructions, tools, and scripts to give AI agents specialized expertise, streamline workflows, and power computer vision tasks. - [Agent2Agent Protocol](https://www.ultralytics.com/glossary/agent2agent-protocol.md): Learn how the Agent2Agent Protocol (A2A) enables AI agents to discover, communicate, delegate tasks, and collaborate securely across frameworks using Ultralytics YOLO26. - [Agentic Coding](https://www.ultralytics.com/glossary/agentic-coding.md): Discover how agentic coding transforms software development. Learn how autonomous AI systems write, test, and debug code for Ultralytics YOLO26 pipelines. - [Agentic RAG](https://www.ultralytics.com/glossary/agentic-rag.md): Explore Agentic RAG to enhance AI with autonomous reasoning. Learn how Ultralytics YOLO26 and the Ultralytics Platform power intelligent retrieval and vision. - [Agentic Workflows](https://www.ultralytics.com/glossary/agentic-workflows.md): Discover how agentic workflows enable autonomous AI agents to solve complex tasks. Learn to integrate advanced vision tools like Ultralytics YOLO26. - [AI Agent](https://www.ultralytics.com/glossary/ai-agent.md): Explore the world of AI agents. Learn how these autonomous systems use Ultralytics YOLO26 to perceive, reason, and act in real-time to solve complex tasks. - [AI Agent Orchestration](https://www.ultralytics.com/glossary/ai-agent-orchestration.md): Discover how AI agent orchestration coordinates multiple autonomous agents. Learn key design patterns and deploy vision workflows with Ultralytics YOLO26. - [AI Debate](https://www.ultralytics.com/glossary/ai-debate.md): Learn how AI debate uses arguments, rebuttals, and evidence to evaluate AI systems, reveal assumptions, and support responsible decisions. - [AI Ethics](https://www.ultralytics.com/glossary/ai-ethics.md): Learn the core principles of AI Ethics to build responsible systems. Explore fairness, transparency, and safety using Ultralytics YOLO26 and our new Platform. - [AI Gateway](https://www.ultralytics.com/glossary/ai-gateway.md): Learn what an AI gateway is, how it routes models, controls costs, protects requests, and monitors inference for reliable AI and Ultralytics YOLO deployments. - [AI Governance](https://www.ultralytics.com/glossary/ai-governance.md): Learn how AI governance manages risks, assigns accountability, and ensures compliant AI throughout its lifecycle with practical frameworks, controls, and examples. - [AI Guardrails](https://www.ultralytics.com/glossary/ai-guardrails.md): Learn how AI guardrails protect systems with layered controls for safety, privacy, security, monitoring, and human oversight, plus a YOLO26 vision AI example. - [AI Red Teaming](https://www.ultralytics.com/glossary/ai-red-teaming.md): Discover how AI Red Teaming secures AI systems against vulnerabilities and bias. Learn to use Ultralytics YOLO26 to stress-test vision models for peak reliability. - [AI Safety](https://www.ultralytics.com/glossary/ai-safety.md): Learn the core pillars of AI safety, including alignment and robustness. Discover how to deploy reliable models with Ultralytics YOLO26 and ensure AI reliability. - [AI Slop](https://www.ultralytics.com/glossary/ai-slop.md): Discover what AI slop means and its impact on digital platforms. Learn how to detect and filter low-quality synthetic content with Ultralytics YOLO26. ## Legal - [Legal](https://www.ultralytics.com/legal): Ultralytics legal information: license terms, privacy policy, and terms of service for our computer vision software, models, and platform. - [Ultralytics Responsible Use Policy](https://www.ultralytics.com/legal/responsible-responsible-use-policy.md): Ultralytics’ Responsible Use Policy promotes responsible AI and computer vision use while reducing the risk of harm. - [Ultralytics Data Processing Agreement](https://www.ultralytics.com/legal/ultralytics-data-processing-agreement.md): Review Ultralytics' Data Processing Agreement covering personal data handling, security measures, and compliance with EU and UK data protection laws. - [Ultralytics R&D License Terms - Single-Project](https://www.ultralytics.com/legal/ultralytics-rd-license-terms-single-project.md): Ultralytics R&D Project License Terms outlining defined-project research use, licensing scope, restrictions, and obligations for YOLO software. - [Ultralytics R&D License Terms - Multi-Project](https://www.ultralytics.com/legal/ultralytics-rd-license-terms-multi-project.md): Review Ultralytics R&D License Terms for multi-project internal research use, including licensing scope, permitted activities, restrictions, and YOLO software rights. - [AGPL 3.0 Software License](https://www.ultralytics.com/legal/agpl-3-0-software-license.md): Explore the terms of the AGPL-3.0 Software License on our legal page. Learn about your rights, obligations, and the conditions for using, modifying, and distributing AGPL-licensed software. - [Ultralytics Enterprise Software License Terms](https://www.ultralytics.com/legal/enterprise-software-license.md): Review Ultralytics' Enterprise Software License Agreement for details on usage rights, licensing terms, and obligations for enterprise software solutions. - [Ultralytics Privacy Policy](https://www.ultralytics.com/legal/privacy.md): Learn how Ultralytics collects, uses, and protects your personal data. Our privacy policy ensures transparency and compliance with global data protection laws. - [Ultralytics Terms of Service](https://www.ultralytics.com/legal/terms-of-service.md): Understand the terms governing your use of Ultralytics' products and services. Stay informed about user rights, obligations, and service policies.