# 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
- [Pricing](https://www.ultralytics.com/pricing): Ultralytics Platform plans and pricing
- [Ultralytics Actions](https://www.ultralytics.com/actions): GitHub Actions automation for Ultralytics workflows

## Models
- [YOLO](https://www.ultralytics.com/yolo): Ultralytics YOLO — real-time object detection models
- [YOLO26](https://www.ultralytics.com/yolo/yolo26): The latest YOLO model from Ultralytics, recommended for all 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
- [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.
- [AI in Robotics](https://www.ultralytics.com/solutions/ai-in-robotics): Power smarter machines with Ultralytics YOLO models. Vision AI in robotics drives autonomous navigation, perception, object tracking, and real-time control.
- [AI in Logistics](https://www.ultralytics.com/solutions/ai-in-logistics): Streamline logistics with Ultralytics YOLO models. Vision AI enables package inspection, sorting, vehicle tracking, and real-time warehouse safety monitoring.
- [AI in Retail](https://www.ultralytics.com/solutions/ai-in-retail): Reimagine retail with Ultralytics YOLO models. Vision AI powers inventory tracking, shelf monitoring, queue management, and smarter customer insights.
- [AI in Healthcare](https://www.ultralytics.com/solutions/ai-in-healthcare): Build healthcare solutions with Ultralytics YOLO models. Vision AI in healthcare powers faster medical imaging, smarter diagnostics, and patient monitoring.
- [AI in Manufacturing](https://www.ultralytics.com/solutions/ai-in-manufacturing): Optimize manufacturing with Ultralytics YOLO models. Vision AI drives quality control, defect detection, PPE compliance, and assembly line automation.
- [AI in Automotive](https://www.ultralytics.com/solutions/ai-in-automotive): Apply computer vision in automotive with Ultralytics YOLO models. Vision AI elevates road safety, driver assistance, and vehicle automation for smarter roads.
- [AI in Agriculture](https://www.ultralytics.com/solutions/ai-in-agriculture): Bring vision AI to smart agriculture with Ultralytics YOLO models. Power crop monitoring, livestock tracking, and precision farming for higher, smarter yields.

## 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.
- [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.
- [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.
- [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.
- [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.
- [YOLO Vision 2024](https://www.ultralytics.com/events/yolo-vision-2024): Discover YOLO Vision 2024 highlights! Explore AI innovations, key insights, and future trends. Join the movement shaping tomorrow.
- [We Are Developers World Congress](https://www.ultralytics.com/events/we-are-developers-world-congress): We Are Developers World Congress. Explore insights, key takeaways, and AI advancements today!

## 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 Morocco offsite: Team highlights 2026](https://www.ultralytics.com/blog/ultralytics-morocco-offsite-team-highlights-2026): 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): 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): Find out how to export Ultralytics YOLO26 models to OpenVINO format and accelerate inference across Intel hardware, including CPU, GPU, and NPU.
- [Key highlights from Ultralytics at CVPR 2026](https://www.ultralytics.com/blog/key-highlights-from-ultralytics-at-cvpr-2026): Look back on the key highlights from Ultralytics' time at CVPR 2026 in Denver, where we exhibited, presented research, and connected with the global computer vision community.
- [Ultralytics’ China community meetup: the country with the highest global interest in machine learning](https://www.ultralytics.com/blog/ultralytics-china-community-meetup-the-country-with-the-highest-global-interest-in-machine-learning): Highlights from Ultralytics' first Shenzhen meetup: YOLO's evolution into a full computer vision platform and what's next for China's AI community.
- [Key highlights from Ultralytics at Embedded Vision Summit 2026](https://www.ultralytics.com/blog/key-highlights-from-ultralytics-at-embedded-vision-summit-2026): Join us as we recap Ultralytics' time at Embedded Vision Summit 2026, where we showcased Ultralytics YOLO26 and connected with the AI community in Santa Clara.
- [Ultralytics at AMD Dev Day Shanghai: local AI meets agentic systems](https://www.ultralytics.com/blog/ultralytics-at-amd-dev-day-shanghai-local-ai-meets-agentic-systems): Ultralytics shares takeaways from AMD Dev Day Shanghai on AMD AI: local AI deployment, agentic systems, ROCm, and the Ryzen AI Max 395.
- [Ultralytics YOLO partners with DEEPX: Edge AI inference for Physical AI](https://www.ultralytics.com/blog/ultralytics-yolo-partners-with-deepx-edge-ai-inference-for-physical-ai): Learn how the new DEEPX export integration brings Ultralytics YOLO inference to NPU-powered edge AI hardware.
- [How to export Ultralytics YOLO models using Ultralytics Platform](https://www.ultralytics.com/blog/how-to-export-ultralytics-yolo-models-using-ultralytics-platform): Export vision AI models with ease using the Ultralytics Platform. Explore how to prepare models in a few clicks for edge, mobile, and cloud deployment.
- [Detecting unsafe pallet stacking with Ultralytics YOLO26](https://www.ultralytics.com/blog/detecting-unsafe-pallet-stacking-with-ultralytics-yolo26): Learn how Ultralytics YOLO26 can be used to detect unsafe pallet stacking in warehouses, helping improve safety, reduce risks, and maintain efficient operations.
- [A guide to polygon annotation with Ultralytics Platform](https://www.ultralytics.com/blog/a-guide-to-polygon-annotation-with-ultralytics-platform): Discover polygon annotation, how it enables precise object segmentation, and how to create annotations easily with Ultralytics Platform.
- [Key highlights from Ultralytics at Hannover Messe 2026 in Germany](https://www.ultralytics.com/blog/key-highlights-from-ultralytics-at-hannover-messe-2026-in-germany): Join us as we recap Ultralytics’ time at Hannover Messe 2026 in Germany, where we showcased how Ultralytics YOLO models power industrial AI solutions.
- [Choosing between PyTorch vs TensorFlow for computer vision projects](https://www.ultralytics.com/blog/choosing-between-pytorch-vs-tensorflow-for-computer-vision-projects): Find out how PyTorch vs TensorFlow compare for computer vision projects and which framework suits your vision workflow best.
- [Exploring supervised vs unsupervised learning in computer vision](https://www.ultralytics.com/blog/exploring-supervised-vs-unsupervised-learning-in-computer-vision): Learn the differences between supervised and unsupervised learning in computer vision and how to choose the right approach for your data and project goals.
- [Using Ultralytics YOLO26 for planogram compliance detection](https://www.ultralytics.com/blog/using-ultralytics-yolo26-for-planogram-compliance-detection): Learn how to build a planogram compliance system using vision AI models like Ultralytics YOLO26 to detect misplaced products and automate retail shelf checks.
- [Monitoring deployed computer vision models on Ultralytics Platform](https://www.ultralytics.com/blog/monitoring-deployed-computer-vision-models-on-ultralytics-platform): Discover how to monitor computer vision models in production with Ultralytics Platform. Track metrics, detect issues, and improve reliability.
- [Build a camera-based vision inspection system without AI expertise](https://www.ultralytics.com/blog/build-a-camera-based-vision-inspection-system-without-ai-expertise): Find out how to build a camera-based vision inspection system without AI expertise using the Ultralytics Platform, from labeling to deployment.
- [Ultralytics YOLO26 vs YOLO11 vs YOLOv8: Which one should you use?](https://www.ultralytics.com/blog/ultralytics-yolo26-vs-yolo11-vs-yolov8-which-one-should-you-use): Explore Ultralytics YOLO26 vs Ultralytics YOLO11 vs Ultralytics YOLOv8 and discover which computer vision model you should choose for your projects.
- [How to pick a cloud GPU for vision AI training on Ultralytics Platform](https://www.ultralytics.com/blog/how-to-pick-a-cloud-gpu-for-vision-ai-training-on-ultralytics-platform): Learn how to pick the right cloud GPU for computer vision training on the Ultralytics Platform based on factors such as dataset size, model complexity, and cost.
- [Dedicated inference endpoints vs shared inference for deployment](https://www.ultralytics.com/blog/dedicated-inference-endpoints-vs-shared-inference-for-deployment): Explore when to choose dedicated inference endpoints on the Ultralytics Platform for scalable, low-latency vision AI deployment over shared inference.
- [How Ultralytics Platform uses AI to automate annotation](https://www.ultralytics.com/blog/how-ultralytics-platform-uses-ai-to-automate-annotation): Discover how Ultralytics Platform uses AI to automate annotation, manage large datasets, improve consistency, and speed up computer vision development.
- [Bringing Ultralytics YOLO models to Axelera AI hardware for edge AI](https://www.ultralytics.com/blog/bringing-ultralytics-yolo-models-to-axelera-ai-hardware-for-edge-ai): Find out about the new export integration supported by the Ultralytics Python package in collaboration with Axelera AI for efficient high-performance edge AI.
- [Smart dataset management in computer vision with Ultralytics Platform](https://www.ultralytics.com/blog/smart-dataset-management-in-computer-vision-with-ultralytics-platform): Explore how you can use Ultralytics Platform for better dataset management in your computer vision projects. Track, compare, and improve your datasets with ease.
- [5 reasons why computer vision models fail in production](https://www.ultralytics.com/blog/5-reasons-why-computer-vision-models-fail-in-production): Learn why computer vision models fail in production, from data mismatch to latency, and how teams can improve model performance in real-world vision AI systems.
- [Best object detection models for iOS apps on Apple silicon chips](https://www.ultralytics.com/blog/best-object-detection-models-for-ios-apps-on-apple-silicon-chips): Build smarter iOS apps with the best object detection models. Learn which models deliver fast, accurate, real-time performance on iOS devices like the iPhone and iPad.
- [How Ultralytics Platform simplifies computer vision model deployment](https://www.ultralytics.com/blog/how-ultralytics-platform-simplifies-computer-vision-model-deployment): See how Ultralytics Platform brings together everything needed for computer vision model deployment, from testing to production-ready APIs.
- [Train YOLO models faster with Ultralytics Platform](https://www.ultralytics.com/blog/train-yolo-models-faster-with-ultralytics-platform): Find out how to train YOLO models faster with Ultralytics Platform, an end-to-end environment built to accelerate the path from data to deployment.
- [Ultralytics Platform: Deploying computer vision models to any region](https://www.ultralytics.com/blog/ultralytics-platform-deploying-computer-vision-models-to-any-region): Learn how to deploy your computer vision models to any region using Ultralytics Platform for scalable, fast, and flexible AI deployment.
- [Streamlining image annotation with the Ultralytics Platform](https://www.ultralytics.com/blog/streamlining-image-annotation-with-the-ultralytics-platform): Learn all you need to know about image annotation with Ultralytics Platform, and its built-in tools for labeling datasets, managing annotations, and preparing data for models.
- [Ultralytics Platform: Five tools, one computer vision platform](https://www.ultralytics.com/blog/ultralytics-platform-five-tools-one-computer-vision-platform): Discover how the Ultralytics Platform replaces five tools with one computer vision platform for annotation, model training, testing, and deployment.

## 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.
- [3D Object Detection](https://www.ultralytics.com/glossary/3d-object-detection): Explore 3D object detection to master spatial awareness in AI. Learn how Ultralytics YOLO26 powers real-world depth, orientation, and 3D bounding box estimation.
- [4D Gaussian Splatting](https://www.ultralytics.com/glossary/4d-gaussian-splatting): 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): 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): 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): 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): 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): 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): 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): 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.
- [Agentic Coding](https://www.ultralytics.com/glossary/agentic-coding): 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): 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): 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): 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): Discover how AI agent orchestration coordinates multiple autonomous agents. Learn key design patterns and deploy vision workflows with Ultralytics YOLO26.
- [AI Ethics](https://www.ultralytics.com/glossary/ai-ethics): Learn the core principles of AI Ethics to build responsible systems. Explore fairness, transparency, and safety using Ultralytics YOLO26 and our new Platform.
- [AI Red Teaming](https://www.ultralytics.com/glossary/ai-red-teaming): 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): 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): Discover what AI slop means and its impact on digital platforms. Learn how to detect and filter low-quality synthetic content with Ultralytics YOLO26.
- [AI Watermarking](https://www.ultralytics.com/glossary/ai-watermarking): Explore how AI watermarking secures digital media. Learn the science of content provenance and how to detect synthetic assets with Ultralytics YOLO26.
- [Algorithmic Bias](https://www.ultralytics.com/glossary/algorithmic-bias): Learn how algorithmic bias impacts AI fairness and ethics. Explore mitigation strategies using Ultralytics YOLO26 and the Ultralytics Platform to build trust.
- [Anchor Boxes](https://www.ultralytics.com/glossary/anchor-boxes): Learn how anchor boxes act as reference templates for object detection. Discover how they improve accuracy and how models like Ultralytics YOLO26 utilize anchor-free designs.
- [Anchor-Based Detectors](https://www.ultralytics.com/glossary/anchor-based-detectors): Explore how anchor-based detectors use predefined bounding boxes for object detection. Learn their core mechanisms, real-world use cases, and how they compare to the modern, faster Ultralytics YOLO26.
- [Anchor-Free Detectors](https://www.ultralytics.com/glossary/anchor-free-detectors): Explore how anchor-free detectors simplify object detection and improve efficiency. Learn how Ultralytics YOLO26 uses this tech for faster, more accurate results.
- [Anomaly Detection](https://www.ultralytics.com/glossary/anomaly-detection): Learn how anomaly detection identifies outliers in AI and vision. Discover how to use Ultralytics YOLO26 for real-time defect detection and automated monitoring.
- [Area Under the Curve (AUC)](https://www.ultralytics.com/glossary/area-under-the-curve-auc): Learn how Area Under the Curve (AUC) measures model performance. Discover its role in classification, healthcare, and finance using Ultralytics YOLO26.
- [Artificial General Intelligence (AGI)](https://www.ultralytics.com/glossary/artificial-general-intelligence-agi): Explore the fundamentals of Artificial General Intelligence (AGI). Learn how AGI differs from narrow AI like Ultralytics YOLO26 and discover the path to human-level reasoning.
- [Artificial Intelligence (AI)](https://www.ultralytics.com/glossary/artificial-intelligence-ai): Explore the fundamentals of Artificial Intelligence, from Machine Learning to Deep Learning. Learn how Ultralytics YOLO26 powers modern AI and computer vision.
- [Artificial Narrow Intelligence (ANI)](https://www.ultralytics.com/glossary/artificial-narrow-intelligence-ani): Learn how Artificial Narrow Intelligence (ANI) powers specific tasks like object detection. Discover how Ultralytics YOLO26 delivers high-performance narrow AI.
- [Attention Mechanism](https://www.ultralytics.com/glossary/attention-mechanism): Explore how attention mechanisms revolutionize AI by mimicking human focus. Learn how Query, Key, and Value components drive accuracy in Ultralytics YOLO26.
- [Attention Sinks](https://www.ultralytics.com/glossary/attention-sinks): Discover how attention sinks stabilize LLMs and VLMs for infinite sequence generation. Learn to optimize memory and deploy stable AI 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 Data Processing Agreement](https://www.ultralytics.com/legal/ultralytics-data-processing-agreement): 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): 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): 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): 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): 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): 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): Understand the terms governing your use of Ultralytics' products and services. Stay informed about user rights, obligations, and service policies.