Computer vision in healthcare
From medical imaging to patient safety, build real-time computer vision solutions for healthcare, from the lab to the ward, with Ultralytics YOLO.
Trusted by the world's leading organizations
Real-time AI that works with your team
Built for healthcare. Ultralytics YOLO enhances workflows for precise, fast, and production-ready computer vision without ripping out your existing infrastructure.
- Plug-and-play deployment: Deploys with minimal overhead, cutting integration time to days.
- Detection accuracy: State-of-the-art real-time detection across medical imaging, patient monitoring, and clinical workflows.
- Sub-5ms inference: Edge, cloud, or on-premise deployment with 22 export formats.
- Your data, your environment: Self-host YOLO, or use Ultralytics Platform on Enterprise with a signed BAA.
What published research shows
Peer-reviewed results from models built on Ultralytics YOLO.
Try YOLO26 inference
Drag and drop an image to see real-time object detection
Vision AI for every stage of healthcare
Purpose-built solutions for every stage of your production process.
Support clinicians with Ultralytics YOLO
Leverage Ultralytics YOLO with the latest detection, segmentation, and classification models to identify anomalies, lesions, and abnormalities across medical imaging, supporting faster, more confident diagnoses.
- Multi-modality support: X-ray, CT, MRI, ultrasound, dermatology, and more.
- Full AI task coverage: Detection, segmentation, depth, classification, pose, OBB.
- Training flexibility: Fine-tune YOLO for any clinical task, in minutes.
Improve patient recovery with Ultralytics YOLO
Deploy Ultralytics YOLO to monitor patient movement, posture, and rehabilitation progress in real time, supporting safer hospital stays, better recovery outcomes, and more efficient clinical workflows.
- Fall and movement detection: Detect fall risks and unusual activity in real time.
- Rehabilitation tracking: Monitor patient progress through movement analysis.
- Continuous monitoring: 24/7 coverage across wards, clinics, and care homes.
Skin diagnostics with Ultralytics YOLO
Use Ultralytics YOLO to detect, classify, and analyze skin lesions, wounds, and other visual indicators with precision, supporting dermatologists, health providers, and clinical researchers.
- High-precision detection: Identify lesions, moles, and irregularities in real time.
- Run on mobile or edge devices: For at-home or remote consults, keeping images on the device.
- Scalable triage: Support high-volume screening and patient prioritization.
Support research with Ultralytics YOLO
Leverage Ultralytics YOLO to analyze cells, tissue samples, and microscopy imagery at scale, supporting pathology, drug discovery, and life sciences research with faster, more consistent results.
- High-throughput analysis: Process thousands of samples consistently.
- Precise cell detection: Identify and classify cell types with high accuracy.
- Research-ready pipelines: Integrate into existing lab and research workflows.
Operating room safety with Ultralytics YOLO
Use Ultralytics YOLO to monitor PPE compliance, hygiene protocols, and equipment usage in real time, helping you maintain the highest standards of safety and inventory management across your facility.
- Real-time PPE detection: Masks, gloves, gowns, and protective equipment.
- Hygiene compliance: Monitor handwashing and sanitization protocols.
- Equipment tracking: Ensure proper use and availability of critical equipment.
Choose from 23 export formats
Train once, deploy everywhere, from edge microcontrollers to cloud GPU clusters.
Transforming industries with vision AI
From factory floors to operating rooms, Ultralytics turns visual data into real-time decisions.
REVA automates redactions on 3,500+ property videos with Ultralytics YOLO
RTM cuts inference cost 28% with Ultralytics YOLO26
SK Godelius detects 3,400 defects on mining conveyors with Ultralytics YOLO
Camerite cuts development time 25.2% with Ultralytics YOLO
OnsiteIQ reduces project delays by 20% with Ultralytics YOLO11
mtrail's TrainVision cuts rail data collection time by close to 100%
Glacier Robotics reduced PET leakage by 70% across US recycling facilities
SOHGA cuts parking monitoring time by 30% with Ultralytics YOLO
Scaleout cuts model updates from weeks to hours with Ultralytics YOLO
RapiD Engineering deploys seafood quality control 1 week faster with Ultralytics YOLO
Project Ocean Oasis advances reef conservation with Ultralytics YOLO
Volley powers 250+ on-court AI trainers with Ultralytics YOLO
WG Tech Solutions cuts safety violations by 28% with Ultralytics YOLO and Axelera’s AI Accelerator
Stride delivers 1-minute equine gait analysis with Ultralytics YOLO
Pixelabs achieves 95% recall with Ultralytics YOLO-driven automation
SiteAssist improves site safety by processing 770K+ images with Ultralytics YOLO
Chef Robotics uses Ultralytics YOLO to cut food giveaway by 67%
Cali Intelligence shortens checkout queues by 43% with Ultralytics YOLO
MarineSitu hits 96%+ uptime in underwater monitoring using Ultralytics YOLO
Theia Scientific speeds up microscopy analysis 43× with Ultralytics YOLO
eSmart Systems halves power line inspection time with Ultralytics YOLO
Axelera AI delivers 34 FPS edge AI inference using Ultralytics YOLO
STMicroelectronics runs Ultralytics YOLO on an MCU at just 9.4 mJ per inference
Specialvideo reaches 99% food inspection accuracy with Ultralytics YOLO
Vivity AI saves $5M+ a year in industrial operations with Ultralytics YOLO
Videologic Analytics scales to 10K AI camera licenses with Ultralytics YOLO
Prezent boosts slide detection accuracy by 34% with Ultralytics YOLO
ALYCE accelerates traffic AI inference by 20% with Ultralytics YOLO
Kiwitron uses Ultralytics YOLO to detect industrial hazards 30m away
Enterprise-grade security and compliance
Build and deploy with confidence. ISO 27001 certified, SOC 2 attested, with support for HIPAA compliance.
SOC 2 Type I
ISO 27001:2022
HIPAA
GDPR & CCPA
Frequently asked questions
Computer vision in healthcare uses cameras and AI models to analyze medical imaging, monitor patients, support diagnostics, and improve clinical workflows. Ultralytics YOLO models run these checks in real time across hospitals and clinics, flagging anomalies in scans, patient falls, or PPE issues as they happen.
Computer vision for healthcare uses AI models to interpret visual data from medical imaging devices, hospital cameras, and laboratory equipment, automating diagnostics, patient monitoring, and clinical research. Ultralytics YOLO26 uses deep learning to recognize subtle variations that rule-based systems miss, adapting to new modalities and clinical use cases without re-engineering the setup.
Medical imaging is a high-value application, with Ultralytics YOLO used for segmentation in ultrasound, dermatology, and pathology, plus detecting small features like lesions and cell structures. Models support clinicians as decision aids, with diagnostic sign-off staying with the clinician under appropriate regulatory clearance.
Computer vision supports healthcare workers by automating routine documentation, monitoring patients for falls or rehab progress, flagging priority cases in imaging queues, and tracking PPE and hygiene compliance. Ultralytics YOLO handles the detection layer so clinical staff can focus on direct patient care.
For healthcare applications, look for a platform that handles model training on your specific clinical or imaging data and deploys to edge devices near the patient for low-latency, privacy-preserving inference. The Ultralytics Platform covers annotation, training, and deployment in one place, with enterprise licensing available for production use. For US teams working with protected health information (PHI), Ultralytics signs a Business Associate Agreement (BAA) for eligible Enterprise customers before any PHI is uploaded.
Yes. Healthcare runs on-premises because patient data cannot leave the hospital. Ultralytics YOLO26 deploys to local NVIDIA workstations, hospital servers, or air-gapped edge devices, supporting compliance with HIPAA, GDPR, and similar regulations. Enterprise licensing covers proprietary diagnostic systems and FDA pathway needs.
HIPAA has no official certification. Ultralytics has a HIPAA compliance program, has completed a HIPAA Security Rule self-assessment, and signs Business Associate Agreements (BAAs) for eligible Enterprise customers. With self-hosted Ultralytics YOLO, your data stays in your environment. See our Trust Center.
Only under a signed Business Associate Agreement (BAA), available to eligible Enterprise customers. Without a BAA, do not upload protected health information (PHI). De-identified data is not PHI. With self-hosted Ultralytics YOLO, your data never leaves your environment.
Bring real-time vision to every patient, today!
Faster diagnostics and safer patient care, deployed in days, not quarters.