AI Blueprints

TensorFlow and Keras

In order to detect which photos on social media have logos and recognize which logos they are, we will develop a series of increasingly sophisticated DL neural networks. Ultimately, we will demonstrate two approaches: one using the Keras library in the TensorFlow platform, and one using YOLO in the Darknet platform. We will write some Python code for the Keras example, and we will use existing open source code for YOLO.

First, we create a straightforward deep network with several convolutional and pooling layers, followed by a fully connected (dense) network. We will use images from the FlickrLogos dataset (Scalable Logo Recognition in Real-World Images, Stefan Romberg, Lluis Garcia Pueyo, Rainer Lienhart, Roelof van Zwol