These platforms specialize in identifying and tracking specific items within images and video streams. Each tool excels at labeling complex shapes, monitoring spatial movement, or automating inventory counts through pixel-level analysis. When selecting a solution, prioritize the speed of real-time processing, the depth of pre-trained model libraries, and how easily the interface integrates with your existing camera hardware.

Automate common AI tasks for multimodal data

The fastest way to tag images for object detection datasets

Auto-Identify and Label ANYTHING You Need

SOTA video understanding, pointing, and tracking VLM

Labeling Has Never Been Easier

AI-powered search on legal data sounds super impactful

Open-source AI video intelligence for secure environments

Visual geo-fencing

Run Frigate on your Mac, accelerated by the Apple Silicon

Frontier edge intelligence for physical AI