Camelia
Camelia Camelia

TF Triplet Net for Identifying Architectural Style of Buildings Facades

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:

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