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Reinforcement Learning with TensorFlow
book

Reinforcement Learning with TensorFlow

by Sayon Dutta
April 2018
Intermediate to advanced content levelIntermediate to advanced
334 pages
10h 18m
English
Packt Publishing
Content preview from Reinforcement Learning with TensorFlow

Hierarchical object detection with deep reinforcement learning

In this section, we will try to understand how deep reinforcement learning can be applied for hierarchical object detection as per the framework suggested in Hierarchical Object Detection with Deep Reinforcement Learning by Bellver et. al. (2016)(https://arxiv.org/pdf/1611.03718.pdf). This experiment showcases a method to perform hierarchical object detection in images using deep reinforcement learning with the main focus on important parts of the image carrying richer information. The objective here was to train a deep reinforcement learning agent to which an image window is given and the image gets further segregated into five smaller windows and the agent is successfully able ...

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Publisher Resources

ISBN: 9781788835725Supplemental Content