Autofocus Layer for Semantic Segmentation

Konstantinos Kamnitsas
Konstantinos Kamnitsas
Siddharth Ancha
Siddharth Ancha
Jay Nanavati
Jay Nanavati

MICCAI, pp. 603-611, 2018.

Cited by: 5|Bibtex|Views64|Links
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Abstract:

We propose the autofocus convolutional layer for semantic segmentation with the objective of enhancing the capabilities of neural networks for multi-scale processing. Autofocus layers adaptively change the size of the effective receptive field based on the processed context to generate more powerful features. This is achieved by paralleli...More

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