TF Triplet Net for Identifying Architectural Style of Buildings Facades
In this mini-project we train a Tensorflow model to identify the architectural style of a church facade. Initially we include three styles :
- “CLASSIC” : Classic , Classical Revival , Neo-Classic
- “GOTHIC” : Gothic , Neo-Gothic
- “BAROQUE” : Baroque , Rococo, Baroque Revival
Moreover, we use only a few exemplars per class and perform few-shot learning via a Triplet Net.
Results:
Nearest neighbors for a Baroque test image:
Nearest neighbors for a Gothic test image:
Nearest neighbors for a Classic test image: