3D Reconstruction Courses and Certifications

Andreas Geiger

Learning 3D Reconstruction in Function Space - Long Version

Explore neural implicit 3D representations for geometry, texture, and motion reconstruction. Learn innovative techniques for modeling complex 3D shapes using continuous function spaces and 2D supervision.

• YouTube
• 43 minutes
• On-Demand
• Free Video

Andreas Geiger

Constraining 3D Fields for Reconstruction and View Synthesis

Explore advanced techniques in 3D field reconstruction and view synthesis, covering RegNeRF, MonoSDF, and TensoRF for improved neural rendering and geometric representation in computer vision.

• YouTube
• 27 minutes
• On-Demand
• Free Video

Andreas Geiger

Learning 3D Reconstruction in Function Space

Explore neural implicit 3D representations for geometry and texture reconstruction, discussing their advantages, limitations, and applications in computer vision and graphics.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Andreas Geiger

Learning 3D Reconstruction in Function Space

Explore neural implicit models for 3D reconstruction, covering occupancy networks, texture fields, and differentiable rendering. Gain insights into cutting-edge techniques and recent advancements in the field.

• YouTube
• 50 minutes
• On-Demand
• Free Video

3D Reconstruction - Single Viewpoint

40 ratings at Coursera

Explore 3D scene reconstruction from a fixed viewpoint using techniques like shape from shading, photometric stereo, depth from defocus, and active illumination for various applications.

• Coursera
• 3 days 18 hours 2 minutes
• On-Demand
• Paid Course

3D Reconstruction - Multiple Viewpoints

43 ratings at Coursera

Explore 3D scene reconstruction from multiple viewpoints, covering camera calibration, stereo vision, optical flow, and structure from motion for applications in robotics, VR, and AR.

• Coursera
• 3 days 1 hour 12 minutes
• On-Demand
• Paid Course

Andreas Geiger

Implicit Neural Representations: From Objects to 3D Scenes

Explore advanced 3D reconstruction techniques using neural representations, from single objects to large-scale scenes. Learn about convolutional occupancy networks, object appearance modeling, and material estimation.

• YouTube
• 26 minutes
• On-Demand
• Free Video

IEEE

3D Reconstruction, Digital Twinning, and Simulation for Virtual Experiences - ReDigiTS Workshop

Explore cutting-edge methodologies for 3D reconstruction, digital twinning, and simulation in immersive experiences. Learn about state-of-the-art research advancing next-generation virtual reality applications.

• YouTube
• 3 hours 14 minutes
• On-Demand
• Free Video

Association for Computing Machinery (ACM)

KinectFusion - Real-Time 3D Reconstruction and Interaction Using a Moving Depth Camera

Explore real-time 3D reconstruction using depth cameras in this award-winning talk on KinectFusion, showcasing innovative techniques for interactive spatial mapping and modeling.

• YouTube
• 47 minutes
• On-Demand
• Conference Talk

NPTEL-NOC IITM

Dense 3D Reconstruction - Plane Sweep Stereo

Explore dense 3D reconstruction techniques and plane sweep stereo methods for creating detailed three-dimensional models from multiple images.

• YouTube
• 13 minutes
• On-Demand
• Free Video

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Reconstruction of Illumination in 3D Scenes: Methods for Light Source Capture and Estimation

Explore advanced techniques for capturing and reconstructing scene illumination, from specialized hardware methods to deep learning approaches for enhanced 3D visualization and augmented reality applications.

• YouTube
• 38 minutes
• On-Demand
• Free Video

Microcredential

First Principles of Computer Vision

237 ratings at Coursera

Comprehensive exploration of computer vision foundations, covering imaging, feature detection, 3D reconstruction, and visual perception. Ideal for beginners seeking to build a career in this growing field.

• Coursera
• 28 weeks, 10 hours a week
• On-Demand
• Paid Course
• 5 courses

Introduction to Computer Vision

32 ratings at Coursera

Explore essential algorithms and methods for computer vision, from traditional image analysis to modern deep learning techniques. Learn about AI-generated images and their ethical implications.

• Coursera
• 16 hours 4 minutes
• On-Demand
• Paid Course

Neural Radiance Fields (NeRF)

157 ratings at Udemy

Introduction to NeRF, volumetric rendering, and 3D reconstruction

• Udemy
• 10 hours 2 minutes
• On-Demand
• Paid Course

Introduction to advanced tomography

66 ratings at Coursera

Hands-on experience with high-resolution tomography analysis, covering data acquisition, 3D reconstruction, segmentation, meshing, and modeling to extract physical parameters. Includes practical exercises using Python.

• Coursera
• 1 day 6 hours 14 minutes
• On-Demand
• Paid Course