This lecture covers the concept of shape reconstruction from contours, focusing on edge-based stereo matching, different types of contours, combining stereo and silhouettes for accurate 3D reconstruction, visual hull from one and two images, influence of calibration, 3D deformable model, gradient descent, reconstruction, texture mapping, strengths, and limitations of the approach.