Batch Export And Rendering With Format Optimization

via “annotation export with format conversion and filtering”

Open-source multi-modal data labeling platform.

Unique: Uses pluggable format converters (JSON, XML, CSV, COCO, YOLO, etc.) that transform internal annotation JSON to framework-specific formats, enabling new formats to be added without modifying core export logic. Export filtering is done via database queries before format conversion, reducing memory overhead.

vs others: More flexible than Prodigy's export because it supports multiple ML framework formats (COCO, YOLO, Pascal VOC) with pluggable converters; more scalable than manual export because filtering is done via database queries and export is asynchronous.