August 2018
Intermediate to advanced
272 pages
7h 2m
English
book
Hands-On Convolutional Neural Networks with TensorFlow
by Iffat Zafar, Giounona Tzanidou, Richard Burton, Nimesh Patel, Leonardo Araujo
Content preview from Hands-On Convolutional Neural Networks with TensorFlow
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Chapter 3
This chapter will be cover image classification using Deep learning, and why CNNs disrupted the way we do computer vision now. The references for this chapter are:
- Learning Multiple Layers of Features from Tiny Images, Alex Krizhevsky, 2009
- An excellent flashback on image representation techniques can be found in the Computer Vision: Algorithms and Applications, Richard Szeliski, 2010
- http://www.vision.caltech.edu/Image_Datasets/Caltech101/
- Griffin, Gregory and Holub, Alex and Perona, Pietro (2007) Caltech–256 Object Category Dataset
- Everingham, M., Van Gool, L., Williams, C. K. I., Winn, J. and Zisserman, A International Journal of Computer Vision, 88(2), 303-338, 2010
- ImageNet Large Scale Visual Recognition Challenge, IJCV, 2015 ...
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