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Foundation Models News

The latest Foundation Models coverage curated for game developers.

MeshFM: 2D Features Are All You Need for 3D Shape Understanding

MeshFM turns 2D foundation-model features into 3D shape understanding with a feedforward pipeline that skips test-time optimization. Built from 2D supervision alone, it reaches performance comparable to 3D-supervised methods on …

Research arXiv cs.GR · 1 month, 3 weeks ago
CNS-Edit++: Category-Agnostic 3D Editing with Coupled Neural Shape Representation

A new 3D editing framework, CNS-Edit++, pushes neural shape manipulation beyond single categories and into foundation-model territory. It couples a global latent code with a 3D neural feature volume so …

Research arXiv cs.GR · 2 months ago
Fast 3D Foundation Model Initialized Gaussian Splatting

A new 3D Gaussian Splatting pipeline skips traditional SfM and gets to usable scenes in about three minutes. It uses 3D foundation models to seed camera poses and point clouds, …

Research arXiv cs.GR · 2 months, 2 weeks ago
Evolution & Foundation: AI Shares Creative Control

A new arXiv paper shows how multimodal foundation models can steer evolutionary art systems instead of just post-filtering results. For artists and technical artists, the practical shift is from hand-curating …

Research arXiv cs.GR · 3 months ago
KDH-CAD: Knowledge-data hybrid CAD learning under data scarcity

A CAD-learning paper reports 92.6% accuracy with just 250 labeled samples and 95.8% with 1,000, by combining foundation-model knowledge with textbook-style domain knowledge instead of fine-tuning. For teams building tools …

Research arXiv cs.GR · 3 months, 2 weeks ago