picto.video

How Image-to-Video AI Actually Works

A visual guide to the technology behind AI photo animation

Part 1

How Diffusion Models Generate Images

The surprisingly simple idea behind AI image generation: learning to remove noise. With diagrams.

10 min read
Part 2

What Is Latent Space?

The compression trick that makes AI image generation fast enough to run on your computer.

9 min read
Part 3

From One Image to Video

How image-to-video models extend diffusion into the time dimension to generate motion.

11 min read
Part 4

Why AI Videos Look Weird Sometimes

Temporal consistency explained: why AI-generated videos flicker, morph, and how models fix it.

10 min read
Guide

Best AI Image to Video Generators in 2026

Kling, Runway, Veo, Luma, Pika and Hailuo compared on price per clip and clip length, with the same photo run through each.

11 min read

Want to see these models in action?

Try Picto.Video

Or start with the image to video AI page: what you can animate and what it costs.

74c6f68 2026-09-08T12:24:17Z