Search result for:
Thousands of labeled images for computer vision, one labeling function.
Empower your subject matter experts to classify images using a variety of programmatic methods for image labeling and image annotation at enterprise scale.
Increase scale
Process and label more images to improve model quality and capabilities with greater accuracy and consistency using Snorkel Flow.
Unlock new innovation
Combine image and text caption data in order to extract new actionable business insights and address previously impossible use cases.
Reduce costs
Leverage programmatic labeling to improve ground truth quality and AI workflow efficiency by reducing costs related to manual data processing and image annotation.
"Before Snorkel, we needed humans to go through 40 million products and try to label things. Now, with programmatic, we can say, ‘OK, let's re-label our catalog because there are items that we already have in this new style that people are talking about’. So, that is a true value unlock from a business point of view."
Tulia Plumettaz, Director of Machine Learning, Wayfair
+20%
increase in F1 scores while delivering results 10x faster than manual labeling
$25M
reduction in lost sales from duplicates and search misses across a catalog of 45M products
Classify images using a variety of programmatic methods for computer vision
Simplify image classification with natural language
Write natural language queries to search and classify images in your dataset. Seamlessly incorporate critical text metadata from sources like product descriptions, medical image commentary, or satellite imagery, into your image classification workflow.
Applying weak supervision and foundation models for computer vision
Discover similar images with precision
Classify images across your entire catalog that are similar to the original, or draw a bounding box in that image and classify all images that are similar to the image patch.
Learn how Snorkel AI is helping Air Force contract to automate data labeling
Iteratively inspect and correct errors
Automatically detect ways to improve your data quality and correct errors based on inputs from your models and SMEs.
How Wayfair built better, faster catalog tagging with Snorkel Flow
Computer vision data development platform capabilities
Cross-modal
support
Incorporate both raw images and supporting text captions and metadata within the same image annotation workflow.
Image similarity
search
Annotate images that are visually similar to a given target image or usage words and phrases to search and classify images.
Collaboration
management
Manage teams of manual annotators and SME reviewers within the same product experience as your machine learning workflows.
Error
correction
Iteratively analyze and visualize errors in your CV model, correct any mislabeled ground truth.
Research paper
DataComp: In search of the next generation of multimodal datasets
Learn how Snorkel researchers created a multimodal benchmark using 12.8 billion image-text pairs to evaluate new filtering techniques and data sources developed by participants through CLIP training and tested against 38 downstream sets.
Power computer vision AI use cases
Go from an initial demo to a robust production-ready application using Snorkel Flow.
Inventory
management
Leverage computer vision to optimize inventory tracking, analyze shelf stock, optimize shipping and logistics, and more.
Healthcare
diagnostics
Analyze medical images like X-rays, MRIs, and CT scans, to assist in early disease detection and improve diagnostic accuracy.
Document
analysis
Automate the extraction and analysis of information from documents, such as forms or invoices, streamlining administrative processes.
Agricultural
monitoring
Use computer vision for crop monitoring, analyzing plant health, predicting yields, and identifying various species of plants.
Security and
surveillance
Enhance the detection of unusual activities and secure access to buildings, systems, and sensitive areas.
Quality
control
Inspect products on assembly lines for defects or deviations from standards, ensuring consistent quality and reducing the need for manual inspection.
Ready to accelerate AI
development?
Deploy production AI and ML applications 10-100x faster with Snorkel Flow,
the AI data development platform.
Request a demo