ASSIGNMENT-3
Submitted by Ambareesh Revanur (arevanur)
Number of late days used is 0.
Q1
Q1.3
Q1.4
Q1.5
Q2
Q2.2
Box center: (0.25, 0.25, 0)
Box side lengths: (2.00, 1.50, 1.50)
Q2.3
Q3
Q4
Q4.1
Discuss the trade-offs between increased view dependence and generalization quality.
- As we increase the model parameters allocated to the view dependency the model tends to overfit to the training images' view dependent effects.
- It is recommended to keep model parameters minimal since underlying volumetric geometry often has richer details than view dependent directional effects. This can be achieved by limiting the number of parameters that are trained.
Q4.3
Config 1: 5 base layers + 1 layer density + 2 layer color network
Config 2: 7 base layers + 1 layer density + 2 layer color network
Config 2: 2 base layers + 1 layer density + 2 layer color network