UniK3D (Universal Monocular 3D Estimation) Explained in 3 Minutes! скачать в хорошем качестве

UniK3D (Universal Monocular 3D Estimation) Explained in 3 Minutes!

How can we reconstruct accurate 3D geometry from a single image, regardless of the camera used? Most monocular depth estimation methods assume a simple pinhole camera. But real-world images come from fisheye lenses, panoramic cameras, mobile sensors, and distorted optics. These assumptions break traditional models. In this video, we explore UniK3D, a new framework that reformulates monocular 3D estimation using spherical geometry instead of depth prediction. 🚀 Key ideas covered: ✨ Why depth becomes unstable for wide field-of-view cameras 🌍 Representing scenes using spherical coordinates 📐 Learning camera rays with spherical harmonics 🧠 Disentangling camera geometry from scene geometry #UniK3D #computervision #3DEstimation #DepthEstimation #MonocularDepth #deeplearning #airesearch #machinelearning #3dvision #GeometricDeepLearning #VisionAI #neuralnetworks #CVPR #AIExplained #researchpaper #artificialintelligence