Model case studies · Muhammad Ahmed Ghani

Research made real

First-person accounts of leading and building the ImagineArt in-house model line—from MoE diffusion and native 4K generation to text-to-image and image-grounded editing.

02
ImagineArt 2.0 Edit

Building ImagineArt 2.0 Edit

A unified image-grounded model for composition, identity preservation, product placement and style transfer.


Model case study

03
ImagineArt 1.5 Pro

ImagineArt 1.5 Pro and Native 4K

A realism-focused model and production pipeline built for professional 4K output.


Model case study