ResearchBenchmarksConditional Image Embedding on Synthetic CarsFollow0.882AMI (Mod.)CLIP L/140.820640.836570.85250.86843Dec 26, 2025Evaluation ResultsMethodMethodLinksAMI (Mod.)AMI (Col.)AMI (BG)CLIP L/14Backbone=ViT-L/14Backbone=ViT-L/142025.120.8820.0110.318DIORTraining Mode=Training...Training Mode=Training-free, Backbone=LVLM2025.120.8230.2970.322