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
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
Start your free trial
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 ...