Deep Lambertian Networks

Understand

Visual perception is a challenging problem in part due to illumination variations.

• A possible solution is to first estimate an illumination invariant representation before using it for recognition.
• The object albedo and surface normals are examples of such representations.
• In this paper, we introduce a multilayer generative model where the latent variables include the albedo, surface normals, and the light source.