Best Computer Vision Annotation Tools for On-Premise Labeling [2026] Guide

Compare the best computer vision annotation tools that run on infrastructure you control, evaluated on deployment architecture, video and 3D coverage, and whether label quality is built into the workflow or measured after it. This guide covers seven platforms, names the three that no longer qualify, and shows where the line between self-hosted inference and self-hosted annotation actually falls.