3D Vision
A comprehensive survey spanning neural radiance fields and 3D Gaussian splatting through LLM-powered 3D understanding, SLAM, and robotics — encompassing the full landscape of 3D generation, reconstruction, and spatial intelligence.
3D Gaussian Splatting
Foundation models, real-time rendering, compression, editing, dynamic scenes, human avatars, and open-source toolboxes for 3DGS.
NeRF & 3D Reconstruction
Neural Radiance Fields, text/image-to-3D generation, multi-view stereo, structure from motion, datasets, and open-source tools.
LLM-3D Understanding
Multi-modal LLMs for 3D scene understanding, spatial reasoning, point cloud comprehension, embodied agents, and language-driven 3D generation.
NeRF-based SLAM
Neural implicit SLAM systems for visual, LiDAR, and multi-modal odometry — dense mapping with neural radiance fields and signed distance functions.
Gaussian Splatting SLAM
Real-time dense SLAM with 3D Gaussian primitives — visual, LiDAR-inertial, multi-agent, dynamic scene, and semantic systems.
3D Robotics Applications
Neural field-based manipulation, reinforcement learning, navigation, planning, visual localization, and active reconstruction for autonomous agents.