TensorFlow for Deep Learning by Bharath Ramsundar Reza Bosagh Zadeh

Author:Bharath Ramsundar, Reza Bosagh Zadeh
Language: eng
Format: epub
Publisher: O'Reilly Media, Inc.
Published: 2018-03-20T04:00:00+00:00

Image Segmentation

Image segmentation is the task of labeling each pixel in an image with the object it belongs to. Segmentation is related to object localization, but is significantly harder since it requires precisely understanding the boundaries between objects in images. Until recently, image segmentation was often done with graphical models, an alternate form of machine learning (as opposed to deep networks), but recently convolutional segmentations have risen to prominence and allowed image segmentation algorithms to achieve new accuracy and speed records. Figure 6-10 displays an example of image segmentation applied to data for self-driving car imagery.

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