On-Device CV Deployment Checklist

One-page printable that maps an on-device vision pipeline's hardware (phone, Jetson, browser) to the right Depth Anything V2 and SmolVLM2 variant, with license, memory, and FPS expectations and a six-item failure-mode audit.

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Book cover: AI for Video, Volume 6 of the Fora Soft Video Engineering Handbook

The book · Volume 6 of 7

AI for Video: A Complete Guide to Intelligence in Video Products: From Models and Inference to Computer Vision, Speech, Search, and Generative Video

This on-device CV deployment checklist maps phones, Jetson boards and browsers to the right Depth Anything V2 and SmolVLM2 variant, with licence, memory and FPS expectations. Volume 6 covers this topic in depth: deployment topologies, model artifacts, computer vision tasks such as detection, segmentation and pose, and the ML minimum for choosing models that fit a device. Written by Nikolay Sapunov, CEO at Fora Soft.

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