Visual AI in
Healthcare & medicine
Deliver better outcomes by using FiftyOne to build powerful solutions for detection, diagnosis, and care.
Benefits
Build better medical and healthcare solutions with Voxel51
Data is at the heart of medicine and healthcare. AI builders choose FiftyOne to help them refine visual data and models to build robust, reliable visual AI solutions.
Improve outcomes
Increase robustness and reliability of computer vision solutions by bringing quality data and insights to every step of your visual AI development with FiftyOne.
Deliver solutions faster
Shave months off of development time by using FiftyOne to streamline and automate how you curate data and test your models so that you can iterate quickly and get to production faster.
Increase productivity
Avoid repetitive and time consuming computer vision tasks while streamlining data annotation, data quality, and model evaluation workflows with FiftyOne.
Use cases
Help people live healthier, happier lives
Companies in medicine and healthcare rely on
FiftyOne across their visual AI development to boost data quality and model performance.
Computer-aided detection and diagnosis
Assist healthcare providers in understanding and evaluating medical data by identifying suspicious regions in images and alerting physicians to concerning areas.
Monitoring disease progression
Precisely monitor disease progression over time. Enable doctors to track disease progression by comparing markers in biomedical images across different points in time.
Preoperative surgical planning
Combine digital templating, visualization, and simulation with CT scans and other diagnostic imaging, to help minimize surgery time and its invasiveness. This reduces costs, time in the operating room, and even mortality rates.
Intraoperative surgical guidance
Enable surgeons to use real-time visual and spatial information to navigate with enhanced precision. Fuse preoperative and intraoperative images with AR.
Assisting people with vision loss
Object and face recognition, monetary denomination verification, and spatial navigation help people with blindness or vision loss map and navigate their surroundings.
Slip and fall detection
Recognize, analyze, and predict fall incidents by detecting unusual movements or postures, and alert caregivers to ensure help arrives as soon as possible.
Features
How visual AI can help you
Organize millions of samples in multiple formats
Machine learning engineers spend over half of their time wrangling data, but it doesn’t have to be that way. Use FiftyOne’s powerful dataset import and manipulation capabilities to manage millions of diagnostic images and videos.
Find and eliminate false positives
By curating better datasets and training more accurate models, FiftyOne can help drive down false positives that the model predicts incorrectly. For example, this could mean less patients being told they have a disease when they are actually healthy.
De-identification of patient data
Medical images acquired for clinical purposes are critical for use in research. However, before the images can be used, sensitive metadata elements (PII or PHI) from DICOM images need to be removed. FiftyOne can help you view and curate these datasets, verifying their compliance before training your models.
Data versioning
FiftyOne Teams enables you to track revisions to your datasets so you always know what data your models are trained on. View or rollback to previous versions of your datasets at any time. This history can prove critical in situations where compliance is mandatory.
features
Designed for AI builders
FiftyOne natively supports and enables the computer vision building blocks needed to develop robust AI solutions in health and medicine.
- Classification
- Detection
- Segmentation
- Polygons and polylines
- Keypoints
- Pointclouds
- Heatmaps
- Geolocation
- Embeddings
- Multiview datasets
- Images, videos, and 3D data
“I use FiftyOne on a daily basis to improve the quality of our data and visually inspect model predictions.”
Marijn Lems
Machine Learning Engineer, Aidence
“We use FiftyOne’s CVAT integration to request and load annotations from doctors, and compare them to the models’ predictions. Using FiftyOne’s embeddings visualization, we get a better understanding of our data distribution and identify the most unique images by eliminating near duplicates.”
Oğuz Hanoğlu
PhD Candidate/Engineer, Multimedia Informatics
Resources
Learn more about visual AI in healthcare
Dive deeper into how computer vision is transforming medicine and healthcare, and how FiftyOne can help you build robust visual AI solutions.
How computer vision is changing healthcare
Welcome to the healthcare edition of Voxel51’s computer vision industry spotlight series where we highlight how different industries are using computer vision!
Data eats models for lunch
Talk to our computer vision experts to start building better datasets and models.
