Paper summary - Impact of Aliasing on Generalization in Deep Convolutional Networks

Paper summary - Impact of Aliasing on Generalization in Deep Convolutional Networks

TL; DR by carefully selecting where to put aliasing mitigation in a CNN it is possible to limit anti-aliasing information loss. Aliasing negatively impact performances in a way that is not evident from validation loss. Another paper on the effect of ...

Victor Z
Victor Z
6 min read
Does anti-aliasing smooth spatial loss surface?

Does anti-aliasing smooth spatial loss surface?

Victor Z
Victor Z
4 min read
Paper summary - Making Convolutional Networks Shift-Invariant Again

Paper summary - Making Convolutional Networks Shift-Invariant Again

Victor Z
Victor Z
4 min read
Victor Z

Victor Z

Hi, I'm Victor! This is a journal, focused on AI, and what makes it (not) work. I blog about papers on AI robustness, both to attackers and challenging conditions.

Paper review - Exploring the landscape of spatial robustness

Paper review - Exploring the landscape of spatial robustness

Victor Z
4 min read
Paper review - A Study and Comparison of Human and Deep Learning Recognition Performance Under Visual Distortions

Paper review - A Study and Comparison of Human and Deep Learning Recognition Performance Under Visual Distortions

Victor Z
2 min read