
Intelligent systems need to understand #3D Objects from single images. However, recent SotA methods work well for unoccluded views & common poses, and prioritize shape over pose. We tackle this by developing #SDFit #ICCV2025 a novel Render-n-Compare framework for 3D objects that: 👉 Is robust to occlusion & uncommon poses 👉 Treats both Shape & Pose as 1st class citizens (1/6🧵)






