AR effects use face mesh, landmarks, and segmentation to anchor graphics to a moving subject convincingly. They power call filters and beauty modes; the engineering challenge is locking visuals to the face under motion within the real-time budget.

Book cover: AI for Video, Volume 7 of the Fora Soft Video Engineering Handbook

The book · Volume 7 of 7

AI for Video: A Complete Guide to Intelligence in Video Products: From Real-Time Pipelines and Agents to Serving, Cost, Compliance, and Verticals

AR effects must lock to a moving face inside a call's frame budget, and missing it by a few milliseconds makes masks slide and filters lag. Volume 7 covers real-time AI in detail: call latency budgets, where AI fits into a WebRTC pipeline, serving with TensorRT, and cost per stream-hour, so AR effects run smoothly on real devices. Written by Nikolay Sapunov, CEO at Fora Soft.

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Adding AR effects or beauty filters to calls without dropping frames?

We will profile your pipeline and send an AR effects plan with model choices, on-device versus server placement and the frame budget for each. 250+ video products shipped since 2005.

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