Today we’re joined by Nataniel Ruiz, a PhD Student in the Image & Video Computing group at Boston University.
We caught up with Nataniel to discuss his paper “Disrupting DeepFakes: Adversarial Attacks Against Conditional Image Translation Networks and Facial Manipulation Systems,” which will be presented at the upcoming CVPR conference. In our conversation, we discuss the concept of this work, which essentially injects noise into an image to disrupt a generative model’s ability to manipulate said image. We also explore some of the challenging parts of implementing this work, a few potential scenarios in which this could be deployed, and the broader contributions that went into this work.
The complete show notes for this episode can be found at twimlai.com/talk/375.
Creating a Data-Driven Culture at ADP with Jack Berkowitz - #543
re:Invent Roundup 2021 with Bratin Saha - #542
Multi-modal Deep Learning for Complex Document Understanding with Doug Burdick - #541
Predictive Maintenance Using Deep Learning and Reliability Engineering with Shayan Mortazavi - #540
Building a Deep Tech Startup in NLP with Nasrin Mostafazadeh - #539
Models for Human-Robot Collaboration with Julie Shah - #538
Four Key Tools for Robust Enterprise NLP with Yunyao Li - #537
Machine Learning at GSK with Kim Branson - #536
The Benefit of Bottlenecks in Evolving Artificial Intelligence with David Ha - #535
Facebook Abandons Facial Recognition. Should Everyone Else Follow Suit? With Luke Stark - #534
Building Blocks of Machine Learning at LEGO with Francesc Joan Riera - #533
Exploring the FastAI Tooling Ecosystem with Hamel Husain - #532
Multi-task Learning for Melanoma Detection with Julianna Ianni - #531
House Hunters: Machine Learning at Redfin with Akshat Kaul - #530
Attacking Malware with Adversarial Machine Learning, w/ Edward Raff - #529
Learning to Ponder: Memory in Deep Neural Networks with Andrea Banino - #528
Advancing Deep Reinforcement Learning with NetHack, w/ Tim Rocktäschel - #527
Building Technical Communities at Stack Overflow with Prashanth Chandrasekar - #526
Deep Learning is Eating 5G. Here’s How, w/ Joseph Soriaga - #525
Modeling Human Cognition with RNNs and Curriculum Learning, w/ Kanaka Rajan - #524
Create your
podcast in
minutes
It is Free
20/20
The Dropout
FiveThirtyEight Politics
Ten Percent Happier with Dan Harris
World News Tonight with David Muir