37 citations · 49 across the 5 of their papers we have counts for
6 papers
ShortScience.org - Reproducing Intuition
Joseph Paul Cohen, Henry Z. Lo
We present ShortScience.org, a platform for post-publication discussion of research papers. On ShortScience.org, the research community can read and write summaries of papers in or…
Count-ception: Counting by Fully Convolutional Redundant Counting
Joseph Paul Cohen, Genevieve Boucher, Craig A. Glastonbury +2
Counting objects in digital images is a process that should be replaced by machines. This tedious task is time consuming and prone to errors due to fatigue of human annotators. The…
Scale Normalization
Henry Z. Lo, Kevin Amaral, Wei Ding
One of the difficulties of training deep neural networks is caused by improper scaling between layers. Scaling issues introduce exploding / gradient problems, and have typically be…
Academic Torrents: Scalable Data Distribution
Henry Z. Lo, Joseph Paul Cohen
As competitions get more popular, transferring ever-larger data sets becomes infeasible and costly. For example, downloading the 157.3 GB 2012 ImageNet data set incurs about $4.33…
RandomOut: Using a convolutional gradient norm to rescue convolutional filters
Joseph Paul Cohen, Henry Z. Lo, Wei Ding
Filters in convolutional neural networks are sensitive to their initialization. The random numbers used to initialize filters are a bias and determine if you will "win" and converg…
Crater Detection via Convolutional Neural Networks
Joseph Paul Cohen, Henry Z. Lo, Tingting Lu +1
Craters are among the most studied geomorphic features in the Solar System because they yield important information about the past and present geological processes and provide info…