Part A:

Euclidean Distance:

Tangent distance:

Euclidean distance with labels:

Tangent distance with labels:

Code for Part A

Part B:

B.1 Isomap on Nao robot

B.2 Isomap on random two-arms images

B.3

B.4 Isomap on constrained two-arms images

Code for Part B