| Deployment |
Windows desktop app; offline‑first; no login |
Web app; cloud or self‑hosted server |
Primarily hosted web platform |
Web app; typically self‑hosted server (on‑prem or cloud) |
| Works fully offline? |
Yes — local files, no account |
With self‑hosting and local storage |
Generally no; uploads required for platform features |
With self‑hosting and local storage |
| Login / accounts |
No accounts (license activation only) |
Accounts/roles |
Accounts/teams |
Accounts/roles |
| Formats |
YOLO, COCO, Pascal VOC (XML), VGG, JSON, CSV (deterministic exports) |
Broad; depends on templates/plugins |
Broad; export helpers available |
Broad; strong support via plugins |
| Annotation types |
Boxes, polygons/masks, keypoints, tags |
Boxes, polygons/masks, keypoints, text, etc. |
Boxes, polygons/masks, keypoints, etc. |
Boxes, polygons/masks, keypoints, etc. |
| Performance |
Low‑latency canvas; optimized for single‑machine speed |
Depends on server and network |
Depends on network and project size |
Depends on server resources |
| Pricing |
One‑time license + optional add‑ons |
Community (OSS) + paid tiers |
Paid SaaS tiers (free tier available) |
Open‑source (self‑host) + paid support options |
| Best fit |
Air‑gapped labs, privacy‑first teams, solo makers |
Teams needing flexible web workflows |
Teams wanting hosted convenience & integrations |
Teams preferring self‑hosted web stack |