FiftyOneCuration
Get insights into your dataset's distribution, diversity, coverage, and more to optimize AI performance. Analyze billions of samples, hosted securely on your infrastructure, whether in the cloud or on-premise.
Data + Models
Better data leads to better models
80% of AI projects fail due to data issues. FiftyOne allows you to systematically inspect, curate, and analyze your datasets to improve model outcomes.
Distribution
Poor data distribution can lead to bias and blind spots. Use embeddings visualizations to understand how your data is spread across key features and classes.
Balance
Ensure each class in your dataset is proportionately represented. Balanced datasets help prevent performance bias toward overrepresented classes, improving fairness and robustness.
Deduplication
Models perform best when trained on unique data. Remove repetitive samples and reduce dataset storage requirements.
Label Accuracy
Incorrect labels cap model performance and introduce noise. Quickly identify and correct ground truth labels.
Data Augmentation
Use Data Lens to expand your training datasets, improving model generalization and performance while reducing overfitting on limited data.
Multimodal Data
Get support for multimodal data visualization
Visualize images, video, 3D point clouds, geospatial, medical scans, and audio data in an interactive UI.
Compliance & Governance
Enterprise-grade security, scale, and compliance
Robust dataset versioning
Snapshots systematically maintain different dataset iterations, ensuring traceability and reproducibility. Schema, tags, and metadata are tracked at the dataset and sample level.
Role-based access controls
Maintain compliance with configurable roles and fine-grained permissions, enabling secure collaboration across the organization.
ML Workflows
Out-of-the-box workflows for machine learning pipelines
Streamline visual data discovery
Stop waiting days for data teams to deliver samples. Query your data lake and retrieve relevant samples in seconds using Data Lens.
Improve data quality
Pinpoint critical dataset issues that quietly sabotage model performance. By enabling rapid diagnosis and targeted data improvements, FiftyOne ensures your models generalize reliably across real-world conditions.
Avoid model drift
Model drift can degrade performance in production environments. Get active learning workflows to systematically monitor, identify, and correct dataset shifts, ensuring consistent model performance over time.
Continuously improve model accuracy
Model training is never truly complete. With FiftyOne's continuous analysis and embedding-based diagnostics, you can quickly discover and address weaknesses in your data, refining your model iteratively for maximum accuracy.
Questions? We have answers.
What is data curation, and why is it crucial for computer vision projects?
How do I choose the best data curation solution for my computer vision project?
How can data curation improve my machine learning model performance?
What tools does Voxel51 offer to streamline the data curation process?
## Enough data wrangling. Request a demo.