FiftyOne ML Workflows
AI tools can quickly stack up, adding maintenance costs and complicating the pipeline. Voxel51’s end-to-end ML platform provides engineers with the right tools to simplify building Visual AI.
Data Curation
Curate systematically for faster, more accurate models
Poorly curated data teaches your model wrong patterns. Systematic curation catches errors before training, so your model reaches performance targets with fewer iterations.
Catch poor quality samples that inflate performance by 10-15%
Augment data with synthetic scenes
Visualize data distributions
Query and explore data
Target missing scenarios to close performance gaps
Find edge cases that lead to failures
Annotation
Annotate 60-80% faster, train better models
Teams waste budgets labeling more than they need. Smart data selection techniques with auto-labeling and manual workflows significantly reduce annotation time and costs.
Smart data selection
Zero-shot techniques identify the most optimal samples from unlabeled data for model training.
Auto-labeling
Use auto-labeling workflows to handle the most obvious labels, while humans focus on the high-value ones.
QA and fix labeling mistakes
Improve productivity by creating new classification and detection labels or editing existing 2D/3D ones directly in FiftyOne.
Customer success
Leading enterprises build their ML workflows with FiftyOne
Vivint Smart Home Leans on FiftyOne to Diagnose Model Behaviors on 2TB of Visual Data.
Model evaluation
Instantly debug model failures
Most model failures are a result of data issues. When teams can’t correlate performance drops to specific data samples, they waste weeks debugging.
Trace metrics back to data, uncover failure modes
- Diagnose edge cases, bias, and low-quality data issues down to the sample level.
- Analyze performance across scenarios such as weather, lighting, occlusion, etc., to guide model improvements.
- Compare model performance side-by-side to pick the best-performing one.
- Simplify debugging with end-to-end ML workflow management
Customizable and Extensible
Build end-to-end ML workflows your way
Use proven out-of-the-box ML workflows or build your own
FiftyOne's flexible framework lets you customize any step, integrate with existing tools, and automate pipelines.
Start building. Talk to a Visual AI expert.
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