Main Purpose
Encord Active is an active learning solution that helps users improve their data quality and model performance in computer vision tasks.
Key Features
- Data types supported: jpg, png, tiff, mp4
- Labels supported: classification, bounding box, polygon, polyline, bitmask, key-point
- Data exploration and label exploration
- Similarity search
- Off-the-shelf quality metrics and custom quality metrics
- Data and label tagging
- Image duplication detection
- Label error detection
- Outlier detection
- Model evaluation
- Label synchronization
- Natural language search
- Search by image
- Integration with Encord Annotate
- Nested Attributes
- Custom metadata
Use Case
- Find failure modes in models
- Improve data quality and model performance
- Visualize data and evaluate models
- Surface model failure modes and find labeling mistakes
- Prioritize high-value data for relabeling
