PartCrafter is a structured 3D generative model that jointly generates multiple parts and objects from a single RGB image in one shot.

DiffSplat is a novel 3D generative framework that natively generates 3D Gaussians by taming large-scale text-to-image diffusion models. DiffSplat directly generates 3D Gaussians from text prompts or single-view images in 1–2 seconds and achieves SOTA 3D reconstruction results.

MoVieS is a feed-forward framework that jointly reconstructs appearance, geometry and motion for 4D scene perception from monocular videos.

Diff4Splat is a generalizable framework for controllable 4D scene generation from a single image using a video diffusion model.

4K4DGEN achieves high-quality Panorama-to-4D generation at a resolution of 4K for the first time using efficient splatting techniques for real-time exploration.

ImmerseGen is a novel agent-guided framework for compact and photorealistic world modeling.

StegaNeRF/InstantSplamp achieves reliable recovery of hidden information with minimal rendering impact. These works offer a promising outlook on ownership identification in 3D represents and calls for more attention and effort on related problems.

DynamicVerse is a physical‑scale, multimodal 4D modeling framework for real-world video.

Multi-modal Relation Distillation is designed to effectively distill reputable large Vision-Language Models (VLM) into 3D backbones.

JarvisArt outperforms GPT-4o with a 60% improvement in average pixel-level metrics on MMArt-Bench for content fidelity, while maintaining comparable instruction-following capabilities.

JarvisIR is a VLM-powered intelligent system that dynamically schedules expert models for restoration.