An Intriguing Failing of Convolutional Neural Networks and the CoordConv Solution
As powerful and widespread as convolutional neural networks are in deep learning, AI Labs’ latest research reveals both an underappreciated failing and a simple fix.
Rosanne Liu is a research scientist at Uber AI Labs.
Joel Lehman is a senior software engineer with Uber AI Labs.
Piero Molino is a senior research scientist with Uber AI Labs.
Felipe Petroski Such is a research scientist with Uber AI Labs.
Eric Frank is a data scientist with Uber AI Labs.
Alex Sergeev is a deep learning engineer on the Machine Learning Platform team.
Jason Yosinski is a researcher at Uber AI Labs, where he works on AI Neuroscience, examining neural network behavior to better understand network representations and training dynamics. He occasionally attempts to build better models in various domains. In his free time, Jason enjoys cooking, sailing, reading, improv, and sometimes pretending he’s an artist.
Articles