PZnet: Efficient 3D ConvNet Inference on Manycore CPUs

no code implementations • 18 Mar 2019 • Sergiy Popovych, Davit Buniatyan, Aleksandar Zlateski, Kai Li, H. Sebastian Seung

Convolutional nets have been shown to achieve state-of-the-art accuracy in many biomedical image analysis tasks.

Siamese Encoding and Alignment by Multiscale Learning with Self-Supervision

no code implementations • 4 Apr 2019 • Eric Mitchell, Stefan Keselj, Sergiy Popovych, Davit Buniatyan, H. Sebastian Seung

We show that siamese encoding enables more accurate alignment than the image pyramids of SPyNet, a previous deep learning approach to coarse-to-fine alignment.

Self-Supervised Learning