July 31, 2018

Autofocus for semseg?

arxiv.org/abs/1805.08403

I have not seen people for whom DeepLab worked...and in my tests dilated convolutions were the same...though some claim they help with high-res images with small objects...

Ideas:

(0) Autofocus layer, a novel module that enhances the multi-scale processing of CNNs by learning to select the ‘appropriate’ scale for identifying different objects in an image

(1) Layer description

pics.spark-in.me/upload/2f562fb9d12d76c36fa8777713de9716.jpg

(2) Implementation github.com/yaq007/Autofocus-Layer/blob/master/models.py

I believe this will work best for 3D images

#deep_learning